bnp
Manish
3/3/2016
Note that the echo = FALSE parameter was added to the code chunk to prevent printing of the R code that generated the plot. Changes - 1 - Commented out variable selection using ks test 2 - Increased nfold to 10 — # Create .md, .html, and .pdf files knit(“My_Analysis.Rmd”) markdownToHTML(“My_Analysis.md”, “My_Analysis.html”, options=c(“use_xhml”)) —
This is my code and output for bnp paribas competiton so far.
rm(list = ls(all = TRUE)) #CLEAR WORKSPACE
library(data.table) #Faster reading
library(xgboost)
library(ggplot2)
setwd("/home/manishm/bnp")
multiplot <- function(..., plotlist=NULL, file, cols=1, layout=NULL) {
library(grid)
# Make a list from the ... arguments and plotlist
plots <- c(list(...), plotlist)
numPlots = length(plots)
# If layout is NULL, then use 'cols' to determine layout
if (is.null(layout)) {
# Make the panel
# ncol: Number of columns of plots
# nrow: Number of rows needed, calculated from # of cols
layout <- matrix(seq(1, cols * ceiling(numPlots/cols)),ncol = cols, nrow = ceiling(numPlots/cols))
}
if (numPlots==1) {
print(plots[[1]])
} else {
# Set up the page
grid.newpage()
pushViewport(viewport(layout = grid.layout(nrow(layout), ncol(layout))))
# Make each plot, in the correct location
for (i in 1:numPlots) {
# Get the i,j matrix positions of the regions that contain this subplot
matchidx <- as.data.frame(which(layout == i, arr.ind = TRUE))
print(plots[[i]], vp = viewport(layout.pos.row = matchidx$row,layout.pos.col = matchidx$col))
}
}
}
# Start the clock!
start_time <- Sys.time()
normalize = function(x) { if ( min(x) == max(x) & max(x) == 0 ) {return(x) } ; x = (x-min(x))/(max(x)-min(x)) ; return(x) }
isna = function(x, value = T) { if (value==T) return(x[!is.na(x)]) else return(!is.na(x)) }
cats = function(...) { cat(...); cat("\n") }
prints = function(...) { print(paste(...)) }
na.roughfix2 <- function (object, ...) {
res <- lapply(object, roughfix)
structure(res, class = "data.frame", row.names = seq_len(nrow(object)))
}
roughfix <- function(x) {
missing <- is.na(x)
if (!any(missing)) return(x)
if (is.numeric(x)) {
x[missing] <- median.default(x[!missing])
} else if (is.factor(x)) {
freq <- table(x)
x[missing] <- names(freq)[which.max(freq)]
} else {
stop("na.roughfix only works for numeric or factor")
}
x
}
# Set a seed for reproducibility
set.seed(2016)
cats("reading the train and test data")## reading the train and test data# Read train and test
train_raw <- fread("train.csv", stringsAsFactors=TRUE) ##
Read 0.0% of 114321 rows
Read 52.5% of 114321 rows
Read 114321 rows and 133 (of 133) columns from 0.108 GB file in 00:00:05print(dim(train_raw))## [1] 114321 133print(sapply(train_raw, class))## ID target v1 v2 v3 v4 v5
## "integer" "integer" "numeric" "numeric" "factor" "numeric" "numeric"
## v6 v7 v8 v9 v10 v11 v12
## "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
## v13 v14 v15 v16 v17 v18 v19
## "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
## v20 v21 v22 v23 v24 v25 v26
## "numeric" "numeric" "factor" "numeric" "factor" "numeric" "numeric"
## v27 v28 v29 v30 v31 v32 v33
## "numeric" "numeric" "numeric" "factor" "factor" "numeric" "numeric"
## v34 v35 v36 v37 v38 v39 v40
## "numeric" "numeric" "numeric" "numeric" "integer" "numeric" "numeric"
## v41 v42 v43 v44 v45 v46 v47
## "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "factor"
## v48 v49 v50 v51 v52 v53 v54
## "numeric" "numeric" "numeric" "numeric" "factor" "numeric" "numeric"
## v55 v56 v57 v58 v59 v60 v61
## "numeric" "factor" "numeric" "numeric" "numeric" "numeric" "numeric"
## v62 v63 v64 v65 v66 v67 v68
## "integer" "numeric" "numeric" "numeric" "factor" "numeric" "numeric"
## v69 v70 v71 v72 v73 v74 v75
## "numeric" "numeric" "factor" "integer" "numeric" "factor" "factor"
## v76 v77 v78 v79 v80 v81 v82
## "numeric" "numeric" "numeric" "factor" "numeric" "numeric" "numeric"
## v83 v84 v85 v86 v87 v88 v89
## "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
## v90 v91 v92 v93 v94 v95 v96
## "numeric" "factor" "numeric" "numeric" "numeric" "numeric" "numeric"
## v97 v98 v99 v100 v101 v102 v103
## "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
## v104 v105 v106 v107 v108 v109 v110
## "numeric" "numeric" "numeric" "factor" "numeric" "numeric" "factor"
## v111 v112 v113 v114 v115 v116 v117
## "numeric" "factor" "factor" "numeric" "numeric" "numeric" "numeric"
## v118 v119 v120 v121 v122 v123 v124
## "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
## v125 v126 v127 v128 v129 v130 v131
## "factor" "numeric" "numeric" "numeric" "integer" "numeric" "numeric"y <- as.factor(train_raw$target)
train_raw$target <- NULL## Warning in alloc.col(x): Attempt to reduce allocation from 197 to 196
## ignored. Can only increase allocation via shallow copy.train_raw$ID <- NULL## Warning in alloc.col(x): Attempt to reduce allocation from 196 to 195
## ignored. Can only increase allocation via shallow copy.n <- nrow(train_raw)
test_raw <- fread("test.csv", stringsAsFactors=TRUE) ##
Read 78.7% of 114393 rows
Read 114393 rows and 132 (of 132) columns from 0.108 GB file in 00:00:03test_id <- test_raw$ID
test_raw$ID <- NULL## Warning in alloc.col(x): Attempt to reduce allocation from 196 to 195
## ignored. Can only increase allocation via shallow copy.print(dim(test_raw))## [1] 114393 131print(sapply(test_raw, class))## v1 v2 v3 v4 v5 v6 v7
## "numeric" "numeric" "factor" "numeric" "numeric" "numeric" "numeric"
## v8 v9 v10 v11 v12 v13 v14
## "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
## v15 v16 v17 v18 v19 v20 v21
## "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
## v22 v23 v24 v25 v26 v27 v28
## "factor" "numeric" "factor" "numeric" "numeric" "numeric" "numeric"
## v29 v30 v31 v32 v33 v34 v35
## "numeric" "factor" "factor" "numeric" "numeric" "numeric" "numeric"
## v36 v37 v38 v39 v40 v41 v42
## "numeric" "numeric" "integer" "numeric" "numeric" "numeric" "numeric"
## v43 v44 v45 v46 v47 v48 v49
## "numeric" "numeric" "numeric" "numeric" "factor" "numeric" "numeric"
## v50 v51 v52 v53 v54 v55 v56
## "numeric" "numeric" "factor" "numeric" "numeric" "numeric" "factor"
## v57 v58 v59 v60 v61 v62 v63
## "numeric" "numeric" "numeric" "numeric" "numeric" "integer" "numeric"
## v64 v65 v66 v67 v68 v69 v70
## "numeric" "numeric" "factor" "numeric" "numeric" "numeric" "numeric"
## v71 v72 v73 v74 v75 v76 v77
## "factor" "integer" "numeric" "factor" "factor" "numeric" "numeric"
## v78 v79 v80 v81 v82 v83 v84
## "numeric" "factor" "numeric" "numeric" "numeric" "numeric" "numeric"
## v85 v86 v87 v88 v89 v90 v91
## "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "factor"
## v92 v93 v94 v95 v96 v97 v98
## "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
## v99 v100 v101 v102 v103 v104 v105
## "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
## v106 v107 v108 v109 v110 v111 v112
## "numeric" "factor" "numeric" "numeric" "factor" "numeric" "factor"
## v113 v114 v115 v116 v117 v118 v119
## "factor" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
## v120 v121 v122 v123 v124 v125 v126
## "numeric" "numeric" "numeric" "numeric" "numeric" "factor" "numeric"
## v127 v128 v129 v130 v131
## "numeric" "numeric" "integer" "numeric" "numeric"cats("Data read ")## Data readprint(difftime( Sys.time(), start_time, units = 'sec'))## Time difference of 10.92868 secs# Preprocess data
# Find factor variables and translate to numeric
cats("Preprocess data")## Preprocess dataall_data <- rbind(train_raw,test_raw)
all_data <- as.data.frame(all_data) # Convert data table to data frame
# Result of Boruta, thanks to Florian
# https://www.kaggle.com/jimthompson/bnp-paribas-cardif-claims-management/using-the-boruta-package-to-determine-fe/discussion/comment/109207#post109207
#cats("Drop rejected vars - not important as found by Boruta")
# all_data$v72 <- NULL
# all_data$v62 <- NULL
# all_data$v112 <- NULL
# all_data$v107 <- NULL
# all_data$v125 <- NULL
# all_data$v75 <- NULL
# all_data$v71 <- NULL
# all_data$v91 <- NULL
# all_data$v74 <- NULL
# all_data$v52 <- NULL
# all_data$v22 <- NULL
# all_data$v3 <- NULL
# Small feature addition - Count NA percentage
# N <- ncol(all_data)
# all_data$NACount_N <- rowSums(is.na(all_data)) / N
processdata = T
# process my data
feature.names <- names(all_data)
factnacounts = rep(0,nrow(all_data))
nbrnacounts = rep(0,nrow(all_data))
for (f in feature.names) {
cats("-----------------------------------------------------")
cats("Variable ",f , " is a ",class(all_data[[f]]))
if ( ( class(all_data[[f]]) =="character" | class(all_data[[f]]) =="factor" )) {
cats("Fixing spaces in",f)
all_data[[f]][ all_data[[f]]==""] = NA
all_data[[f]] = as.factor(as.character(all_data[[f]]))
cats("Levels of ",f , " is a ",sort(levels(all_data[[f]])))
cats("Unique of ",f , " is a ",length(levels(all_data[[f]])))
cats("Count of NA in ",f," is ",sum(is.na(table(all_data[,f])))," ")
if ( length(levels(all_data[[f]])) < 100 ) {
print(table(all_data[,f]))
print(table(all_data[1:n,f],y))
par(mfrow=c(1,2))
plot(all_data[,f], xlab = f)
plot(table(all_data[1:n,f],y), xlab = f, col = c("red","green"))
}
else { cats( "WARNING : TOO MANY LEVELS", "") }
# standard processing of character data
if ( processdata == T) {
cats("Processing ",f)
if (any(is.na(all_data[[f]]))) {
factnacounts = factnacounts + as.integer(is.na(all_data[[f]]))
all_data[ncol(all_data)+1] = as.integer(is.na(all_data[[f]]))
names(all_data)[ncol(all_data)] = paste0('factisna.',f)
# impute nulls
all_data[[f]] = roughfix(all_data[[f]])
}
}
}
else if ( is.integer(all_data[[f]]) ) {
cats("Count of NA in ",f," is ",sum(is.na(all_data[,f]))," ")
cats("Unique ", f, " is ",sort(unique(all_data[,f]))," ")
cats("Unique of ",f , " is a ",length(unique(all_data[[f]])))
if ( length(levels(all_data[[f]])) < 100 ) {
print(table(all_data[,f]))
print(table(all_data[1:n,f],y))
par(mfrow=c(1,2))
hist(all_data[,f], xlab = f)
plot(table(all_data[1:n,f],y), xlab = f, col = c("red","green"))
}
else { cats( "WARNING : TOO MANY LEVELS", "") }
# standard processing of integer factor data
if ( processdata == T) {
cats("Processing ",f)
cats("Convert to factor", f)
all_data[[f]] = as.factor(all_data[[f]])
if (any(is.na(all_data[[f]]))) {
factnacounts = factnacounts + as.integer(is.na(all_data[[f]]))
all_data[ncol(all_data)+1] = as.integer(is.na(all_data[[f]]))
names(all_data)[ncol(all_data)] = paste0('factisna.',f)
# impute nulls
all_data[[f]] = roughfix(all_data[[f]])
}
}
}
else if ( is.numeric(all_data[[f]]) ) {
cats("Count of NA in ",f," is ",sum(is.na(all_data[,f]))," ")
print(summary(all_data[,f]))
tmpdf = na.omit(data.frame(x = all_data[1:n,f], y = y))
# p1 = ggplot(tmpdf, aes(x)) + geom_histogram(col = "black", fill="green")
p2 = ggplot(tmpdf, aes(y,x, fill=y)) + geom_boxplot()
p3 = ggplot(tmpdf, aes(x, fill=y), binwidth = 0.5) + geom_histogram(col = "black")
# multiplot(p1, p2, p3, cols=2)
multiplot(p2, p3, cols=2)
# par(mfrow=c(3,1))
# hist(all_data[,f], xlab = f, breaks=50)
# boxplot( all_data[1:n,f] ~ y, varwidth=TRUE, range = 0, notch = T , col = c("red","green"), horizontal = F, na.action = na.omit)
# standard processing of numeric data
if ( processdata == T) {
cats("Processing ",f)
if (any(is.na(all_data[[f]]))) {
nbrnacounts = nbrnacounts + as.integer(is.na(all_data[[f]]))
all_data[ncol(all_data)+1] = as.integer(is.na(all_data[[f]]))
names(all_data)[ncol(all_data)] = paste0('nbrisna.',f)
# impute nulls
all_data[[f]] = roughfix(all_data[[f]])
}
cats("Scaled ",f)
all_data[[f]] = scale( all_data[[f]] , T, T)
}
}
}## -----------------------------------------------------
## Variable v1 is a numeric
## Count of NA in v1 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.91 1.47 1.63 2.13 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v1
## Scaled v1
## -----------------------------------------------------
## Variable v2 is a numeric
## Count of NA in v2 is 99635
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 5.31 7.00 7.45 9.44 20.00 99635## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v2
## Scaled v2
## -----------------------------------------------------
## Variable v3 is a factor
## Fixing spaces in v3
## Levels of v3 is a A B C
## Unique of v3 is a 3
## Count of NA in v3 is 0
##
## A B C
## 433 108 221224
## y
## 0 1
## A 10 217
## B 6 47
## C 26607 83977
## Processing v3
## -----------------------------------------------------
## Variable v4 is a numeric
## Count of NA in v4 is 99635
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 3.49 4.21 4.14 4.83 20.00 99635## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v4
## Scaled v4
## -----------------------------------------------------
## Variable v5 is a numeric
## Count of NA in v5 is 97266
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 7.59 8.66 8.74 9.78 20.00 97266## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v5
## Scaled v5
## -----------------------------------------------------
## Variable v6 is a numeric
## Count of NA in v6 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 2.06 2.41 2.44 2.77 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v6
## Scaled v6
## -----------------------------------------------------
## Variable v7 is a numeric
## Count of NA in v7 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 2.10 2.45 2.48 2.83 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v7
## Scaled v7
## -----------------------------------------------------
## Variable v8 is a numeric
## Count of NA in v8 is 97255
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.09 0.38 1.50 1.63 20.00 97255## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v8
## Scaled v8
## -----------------------------------------------------
## Variable v9 is a numeric
## Count of NA in v9 is 99737
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 7.85 9.07 9.03 10.24 20.00 99737## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v9
## Scaled v9
## -----------------------------------------------------
## Variable v10 is a numeric
## Count of NA in v10 is 166
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.000 1.050 1.313 1.883 2.101 20.000 166## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v10
## Scaled v10
## -----------------------------------------------------
## Variable v11 is a numeric
## Count of NA in v11 is 99717
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 15.00 15.49 15.45 15.95 20.00 99717## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v11
## Scaled v11
## -----------------------------------------------------
## Variable v12 is a numeric
## Count of NA in v12 is 170
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.000 6.322 6.613 6.880 7.016 20.000 170## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v12
## Scaled v12
## -----------------------------------------------------
## Variable v13 is a numeric
## Count of NA in v13 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 3.07 3.60 3.80 4.29 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v13
## Scaled v13
## -----------------------------------------------------
## Variable v14 is a numeric
## Count of NA in v14 is 6
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## -0.000001 11.260000 11.970000 12.100000 12.720000 20.000000 6## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v14
## Scaled v14
## -----------------------------------------------------
## Variable v15 is a numeric
## Count of NA in v15 is 99717
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.61 1.99 2.08 2.42 20.00 99717## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v15
## Scaled v15
## -----------------------------------------------------
## Variable v16 is a numeric
## Count of NA in v16 is 99839
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 3.86 4.93 4.92 5.95 20.00 99839## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v16
## Scaled v16
## -----------------------------------------------------
## Variable v17 is a numeric
## Count of NA in v17 is 99635
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 2.70 3.55 3.83 4.50 20.00 99635## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v17
## Scaled v17
## -----------------------------------------------------
## Variable v18 is a numeric
## Count of NA in v18 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.51 0.78 0.84 1.07 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v18
## Scaled v18
## -----------------------------------------------------
## Variable v19 is a numeric
## Count of NA in v19 is 99730
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.17 0.20 0.22 0.24 20.00 99730## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v19
## Scaled v19
## -----------------------------------------------------
## Variable v20 is a numeric
## Count of NA in v20 is 99722
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 17.33 18.04 17.77 18.54 20.00 99722## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v20
## Scaled v20
## -----------------------------------------------------
## Variable v21 is a numeric
## Count of NA in v21 is 1184
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.000 6.417 7.049 7.034 7.673 20.000 1184## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v21
## Scaled v21
## -----------------------------------------------------
## Variable v22 is a factor
## Fixing spaces in v22
## Levels of v22 is a A AA AAA AAAA AAAB AAAC AAAD AAAE AAAF AAAG AAAH AAAI AAAJ AAAK AAAL AAAM AAAN AAAO AAAP AAAQ AAAR AAAS AAAT AAAU AAAV AAAW AAAX AAAY AAAZ AAB AABA AABB AABC AABD AABE AABF AABG AABH AABI AABJ AABK AABL AABM AABN AABO AABP AABQ AABR AABS AABT AABU AABV AABW AABX AABY AABZ AAC AACA AACB AACC AACD AACE AACF AACG AACH AACI AACJ AACK AACL AACM AACN AACO AACP AACQ AACR AACS AACT AACU AACV AACW AACX AACY AACZ AAD AADA AADB AADC AADD AADE AADF AADG AADH AADI AADJ AADK AADL AADM AADN AADO AADP AADQ AADR AADS AADT AADU AADV AADW AADX AADY AADZ AAE AAEA AAEB AAEC AAED AAEE AAEF AAEG AAEH AAEI AAEJ AAEK AAEL AAEM AAEN AAEO AAEP AAEQ AAER AAES AAET AAEU AAEV AAEW AAEX AAEY AAEZ AAF AAFA AAFB AAFC AAFD AAFE AAFF AAFG AAFH AAFI AAFJ AAFK AAFL AAFM AAFN AAFO AAFP AAFQ AAFR AAFS AAFT AAFU AAFV AAFW AAFX AAFY AAFZ AAG AAGA AAGB AAGC AAGD AAGE AAGF AAGG AAGH AAGI AAGJ AAGK AAGL AAGM AAGN AAGO AAGP AAGQ AAGR AAGS AAGT AAGU AAGV AAGW AAGX AAGY AAGZ AAH AAHA AAHB AAHC AAHD AAHE AAHF AAHG AAHH AAHI AAHJ AAHK AAHL AAHM AAHN AAHO AAHP AAHQ AAHR AAHS AAHT AAHU AAHV AAHW AAHX AAHY AAHZ AAI AAIA AAIB AAIC AAID AAIE AAIF AAIG AAIH AAII AAIJ AAIK AAIL AAIM AAIN AAIO AAIP AAIQ AAIR AAIS AAIT AAIU AAIV AAIW AAIX AAIY AAIZ AAJ AAJA AAJB AAJC AAJD AAJE AAJF AAJG AAJH AAJI AAJJ AAJK AAJL AAJM AAJN AAJO AAJP AAJQ AAJR AAJS AAJT AAJU AAJV AAJW AAJX AAJY AAJZ AAK AAKA AAKB AAKC AAKD AAKE AAKF AAKG AAKH AAKI AAKJ AAKK AAKL AAKM AAKN AAKO AAKP AAKQ AAKR AAKS AAKT AAKU AAKV AAKW AAKX AAKY AAKZ AAL AALA AALB AALC AALD AALE AALF AALG AALH AALI AALJ AALK AALL AALM AALN AALO AALP AALQ AALR AALS AALT AALU AALV AALW AALX AALY AALZ AAM AAMA AAMB AAMC AAMD AAME AAMF AAMG AAMH AAMI AAMJ AAMK AAML AAMM AAMN AAMO AAMP AAMQ AAMR AAMS AAMT AAMU AAMV AAMW AAMX AAMY AAMZ AAN AANA AANB AANC AAND AANE AANF AANG AANH AANI AANJ AANK AANL AANM AANN AANO AANP AANQ AANR AANS AANT AANU AANV AANW AANX AANY AANZ AAO AAOA AAOB AAOC AAOD AAOE AAOF AAOG AAOH AAOI AAOJ AAOK AAOL AAOM AAON AAOO AAOP AAOQ AAOR AAOS AAOT AAOU AAOV AAOW AAOX AAOY AAOZ AAP AAPA AAPB AAPC AAPD AAPE AAPF AAPG AAPH AAPI AAPJ AAPK AAPL AAPM AAPN AAPO AAPP AAPQ AAPR AAPS AAPT AAPU AAPV AAPW AAPX AAPY AAPZ AAQ AAQA AAQB AAQC AAQD AAQE AAQF AAQG AAQH AAQI AAQJ AAQK AAQL AAQM AAQN AAQO AAQP AAQQ AAQR AAQS AAQT AAQU AAQV AAQW AAQX AAQY AAQZ AAR AARA AARB AARC AARD AARE AARF AARG AARH AARI AARJ AARK AARL AARM AARN AARO AARP AARQ AARR AARS AART AARU AARV AARW AARX AARY AARZ AAS AASA AASB AASC AASD AASE AASF AASG AASH AASI AASJ AASK AASL AASM AASN AASO AASP AASQ AASR AASS AAST AASU AASV AASW AASX AASY AASZ AAT AATA AATB AATC AATD AATE AATF AATG AATH AATI AATJ AATK AATL AATM AATN AATO AATP AATQ AATR AATS AATT AATU AATV AATW AATX AATY AATZ AAU AAUA AAUB AAUC AAUD AAUE AAUF AAUG AAUH AAUI AAUJ AAUK AAUL AAUM AAUN AAUO AAUP AAUQ AAUR AAUS AAUT AAUU AAUV AAUW AAUX AAUY AAUZ AAV AAVA AAVB AAVC AAVD AAVE AAVF AAVG AAVH AAVI AAVJ AAVK AAVL AAVM AAVN AAVO AAVP AAVQ AAVR AAVS AAVT AAVU AAVV AAVW AAVX AAVY AAVZ AAW AAWA AAWB AAWC AAWD AAWE AAWF AAWG AAWH AAWI AAWJ AAWK AAWL AAWM AAWN AAWO AAWP AAWQ AAWR AAWS AAWT AAWU AAWV AAWW AAWX AAWY AAWZ AAX AAXA AAXB AAXC AAXD AAXE AAXF AAXG AAXH AAXI AAXJ AAXK AAXL AAXM AAXN AAXO AAXP AAXQ AAXR AAXS AAXT AAXU AAXV AAXW AAXX AAXY AAXZ AAY AAYA AAYB AAYC AAYD AAYE AAYF AAYG AAYH AAYI AAYJ AAYK AAYL AAYM AAYN AAYO AAYP AAYQ AAYR AAYS AAYT AAYU AAYV AAYW AAYX AAYY AAYZ AAZ AAZA AAZB AAZC AAZD AAZE AAZF AAZG AAZH AAZI AAZJ AAZK AAZL AAZM AAZN AAZO AAZP AAZQ AAZR AAZS AAZT AAZU AAZV AAZW AAZX AAZY AAZZ AB ABA ABAA ABAB ABAC ABAD ABAE ABAF ABAG ABAH ABAI ABAJ ABAK ABAL ABAM ABAN ABAO ABAP ABAQ ABAR ABAS ABAT ABAU ABAV ABAW ABAX ABAY ABAZ ABB ABBA ABBB ABBC ABBD ABBE ABBF ABBG ABBH ABBI ABBJ ABBK ABBL ABBM ABBN ABBO ABBP ABBQ ABBR ABBS ABBT ABBU ABBV ABBW ABBX ABBY ABBZ ABC ABCA ABCB ABCC ABCD ABCE ABCF ABCG ABCH ABCI ABCJ ABCK ABCL ABCM ABCN ABCO ABCP ABCQ ABCR ABCS ABCT ABCU ABCV ABCW ABCX ABCY ABCZ ABD ABDA ABDB ABDC ABDD ABDE ABDF ABDG ABDH ABDI ABDJ ABDK ABDL ABDM ABDN ABDO ABDP ABDQ ABDR ABDS ABDT ABDU ABDV ABDW ABDX ABDY ABDZ ABE ABEA ABEB ABEC ABED ABEE ABEF ABEG ABEH ABEI ABEJ ABEK ABEL ABEM ABEN ABEO ABEP ABEQ ABER ABES ABET ABEU ABEV ABEW ABEX ABEY ABEZ ABF ABFA ABFB ABFC ABFD ABFE ABFF ABFG ABFH ABFI ABFJ ABFK ABFL ABFM ABFN ABFO ABFP ABFQ ABFR ABFS ABFT ABFU ABFV ABFW ABFX ABFY ABFZ ABG ABGA ABGB ABGC ABGD ABGE ABGF ABGG ABGH ABGI ABGJ ABGK ABGL ABGM ABGN ABGO ABGP ABGQ ABGR ABGS ABGT ABGU ABGV ABGW ABGX ABGY ABGZ ABH ABHA ABHB ABHC ABHD ABHE ABHF ABHG ABHH ABHI ABHJ ABHK ABHL ABHM ABHN ABHO ABHP ABHQ ABHR ABHS ABHT ABHU ABHV ABHW ABHX ABHY ABHZ ABI ABIA ABIB ABIC ABID ABIE ABIF ABIG ABIH ABII ABIJ ABIK ABIL ABIM ABIN ABIO ABIP ABIQ ABIR ABIS ABIT ABIU ABIV ABIW ABIX ABIY ABIZ ABJ ABJA ABJB ABJC ABJD ABJE ABJF ABJG ABJH ABJI ABJJ ABJK ABJL ABJM ABJN ABJO ABJP ABJQ ABJR ABJS ABJT ABJU ABJV ABJW ABJX ABJY ABJZ ABK ABKA ABKB ABKC ABKD ABKE ABKF ABKG ABKH ABKI ABKJ ABKK ABKL ABKM ABKN ABKO ABKP ABKQ ABKR ABKS ABKT ABKU ABKV ABKW ABKX ABKY ABKZ ABL ABLA ABLB ABLC ABLD ABLE ABLF ABLG ABLH ABLI ABLJ ABLK ABLL ABLM ABLN ABLO ABLP ABLQ ABLR ABLS ABLT ABLU ABLV ABLW ABLX ABLY ABLZ ABM ABMA ABMB ABMC ABMD ABME ABMF ABMG ABMH ABMI ABMJ ABMK ABML ABMM ABMN ABMO ABMP ABMQ ABMR ABMS ABMT ABMU ABMV ABMW ABMX ABMY ABMZ ABN ABNA ABNB ABNC ABND ABNE ABNF ABNG ABNH ABNI ABNJ ABNK ABNL ABNM ABNN ABNO ABNP ABNQ ABNR ABNS ABNT ABNU ABNV ABNW ABNX ABNY ABNZ ABO ABOA ABOB ABOC ABOD ABOE ABOF ABOG ABOH ABOI ABOJ ABOK ABOL ABOM ABON ABOO ABOP ABOQ ABOR ABOS ABOT ABOU ABOV ABOW ABOX ABOY ABOZ ABP ABPA ABPB ABPC ABPD ABPE ABPF ABPG ABPH ABPI ABPJ ABPK ABPL ABPM ABPN ABPO ABPP ABPQ ABPR ABPS ABPT ABPU ABPV ABPW ABPX ABPY ABPZ ABQ ABQA ABQB ABQC ABQD ABQE ABQF ABQG ABQH ABQI ABQJ ABQK ABQL ABQM ABQN ABQO ABQP ABQQ ABQR ABQS ABQT ABQU ABQV ABQW ABQX ABQY ABQZ ABR ABRA ABRB ABRC ABRD ABRE ABRF ABRG ABRH ABRI ABRJ ABRK ABRL ABRM ABRN ABRO ABRP ABRQ ABRR ABRS ABRT ABRU ABRV ABRW ABRX ABRY ABRZ ABS ABSA ABSB ABSC ABSD ABSE ABSF ABSG ABSH ABSI ABSJ ABSK ABSL ABSM ABSN ABSO ABSP ABSQ ABSR ABSS ABST ABSU ABSV ABSW ABSX ABSY ABSZ ABT ABTA ABTB ABTC ABTD ABTE ABTF ABTG ABTH ABTI ABTJ ABTK ABTL ABTM ABTN ABTO ABTP ABTQ ABTR ABTS ABTT ABTU ABTV ABTW ABTX ABTY ABTZ ABU ABUA ABUB ABUC ABUD ABUE ABUF ABUG ABUH ABUI ABUJ ABUK ABUL ABUM ABUN ABUO ABUP ABUQ ABUR ABUS ABUT ABUU ABUV ABUW ABUX ABUY ABUZ ABV ABVA ABVB ABVC ABVD ABVE ABVF ABVG ABVH ABVI ABVJ ABVK ABVL ABVM ABVN ABVO ABVP ABVQ ABVR ABVS ABVT ABVU ABVV ABVW ABVX ABVY ABVZ ABW ABWA ABWB ABWC ABWD ABWE ABWF ABWG ABWH ABWI ABWJ ABWK ABWL ABWM ABWN ABWO ABWP ABWQ ABWR ABWS ABWT ABWU ABWV ABWW ABWX ABWY ABWZ ABX ABXA ABXB ABXC ABXD ABXE ABXF ABXG ABXH ABXI ABXJ ABXK ABXL ABXM ABXN ABXO ABXP ABXQ ABXR ABXS ABXT ABXU ABXV ABXW ABXX ABXY ABXZ ABY ABYA ABYB ABYC ABYD ABYE ABYF ABYG ABYH ABYI ABYJ ABYK ABYL ABYM ABYN ABYO ABYP ABYQ ABYR ABYS ABYT ABYU ABYV ABYW ABYX ABYY ABYZ ABZ ABZA ABZB ABZC ABZD ABZE ABZF ABZG ABZH ABZI ABZJ ABZK ABZL ABZM ABZN ABZO ABZP ABZQ ABZR ABZS ABZT ABZU ABZV ABZW ABZX ABZY ABZZ AC ACA ACAA ACAB ACAC ACAD ACAE ACAF ACAG ACAH ACAI ACAJ ACAK ACAL ACAM ACAN ACAO ACAP ACAQ ACAR ACAS ACAT ACAU ACAV ACAW ACAX ACAY ACAZ ACB ACBA ACBB ACBC ACBD ACBE ACBF ACBG ACBH ACBI ACBJ ACBK ACBL ACBM ACBN ACBO ACBP ACBQ ACBR ACBS ACBT ACBU ACBV ACBW ACBX ACBY ACBZ ACC ACCA ACCB ACCC ACCD ACCE ACCF ACCG ACCH ACCI ACCJ ACCK ACCL ACCM ACCN ACCO ACCP ACCQ ACCR ACCS ACCT ACCU ACCV ACCW ACCX ACCY ACCZ ACD ACDA ACDB ACDC ACDD ACDE ACDF ACDG ACDH ACDI ACDJ ACDK ACDL ACDM ACDN ACDO ACDP ACDQ ACDR ACDS ACDT ACDU ACDV ACDW ACDX ACDY ACDZ ACE ACEA ACEB ACEC ACED ACEE ACEF ACEG ACEH ACEI ACEJ ACEK ACEL ACEM ACEN ACEO ACEP ACEQ ACER ACES ACET ACEU ACEV ACEW ACEX ACEY ACEZ ACF ACFA ACFB ACFC ACFD ACFE ACFF ACFG ACFH ACFI ACFJ ACFK ACFL ACFM ACFN ACFO ACFP ACFQ ACFR ACFS ACFT ACFU ACFV ACFW ACFX ACFY ACFZ ACG ACGA ACGB ACGC ACGD ACGE ACGF ACGG ACGH ACGI ACGJ ACGK ACGL ACGM ACGN ACGO ACGP ACGQ ACGR ACGS ACGT ACGU ACGV ACGW ACGX ACGY ACGZ ACH ACHA ACHB ACHC ACHD ACHE ACHF ACHG ACHH ACHI ACHJ ACHK ACHL ACHM ACHN ACHO ACHP ACHQ ACHR ACHS ACHT ACHU ACHV ACHW ACHX ACHY ACHZ ACI ACIA ACIB ACIC ACID ACIE ACIF ACIG ACIH ACII ACIJ ACIK ACIL ACIM ACIN ACIO ACIP ACIQ ACIR ACIS ACIT ACIU ACIV ACIW ACIX ACIY ACIZ ACJ ACJA ACJB ACJC ACJD ACJE ACJF ACJG ACJH ACJI ACJJ ACJK ACJL ACJM ACJN ACJO ACJP ACJQ ACJR ACJS ACJT ACJU ACJV ACJW ACJX ACJY ACJZ ACK ACKA ACKB ACKC ACKD ACKE ACKF ACKG ACKH ACKI ACKJ ACKK ACKL ACKM ACKN ACKO ACKP ACKQ ACKR ACKS ACKT ACKU ACKV ACKW ACKX ACKY ACKZ ACL ACLA ACLB ACLC ACLD ACLE ACLF ACLG ACLH ACLI ACLJ ACLK ACLL ACLM ACLN ACLO ACLP ACLQ ACLR ACLS ACLT ACLU ACLV ACLW ACLX ACLY ACLZ ACM ACMA ACMB ACMC ACMD ACME ACMF ACMG ACMH ACMI ACMJ ACMK ACML ACMM ACMN ACMO ACMP ACMQ ACMR ACMS ACMT ACMU ACMV ACMW ACMX ACMY ACMZ ACN ACNA ACNB ACNC ACND ACNE ACNF ACNG ACNH ACNI ACNJ ACNK ACNL ACNM ACNN ACNO ACNP ACNQ ACNR ACNS ACNT ACNU ACNV ACNW ACNX ACNY ACNZ ACO ACOA ACOB ACOC ACOD ACOE ACOF ACOG ACOH ACOI ACOJ ACOK ACOL ACOM ACON ACOO ACOP ACOQ ACOR ACOS ACOT ACOU ACOV ACOW ACOX ACOY ACOZ ACP ACPA ACPB ACPC ACPD ACPE ACPF ACPG ACPH ACPI ACPJ ACPK ACPL ACPM ACPN ACPO ACPP ACPQ ACPR ACPS ACPT ACPU ACPV ACPW ACPX ACPY ACPZ ACQ ACQA ACQB ACQC ACQD ACQE ACQF ACQG ACQH ACQI ACQJ ACQK ACQL ACQM ACQN ACQO ACQP ACQQ ACQR ACQS ACQT ACQU ACQV ACQW ACQX ACQY ACQZ ACR ACRA ACRB ACRC ACRD ACRE ACRF ACRG ACRH ACRI ACRJ ACRK ACRL ACRM ACRN ACRO ACRP ACRQ ACRR ACRS ACRT ACRU ACRV ACRW ACRX ACRY ACRZ ACS ACSA ACSB ACSC ACSD ACSE ACSF ACSG ACSH ACSI ACSJ ACSK ACSL ACSM ACSN ACSO ACSP ACSQ ACSR ACSS ACST ACSU ACSV ACSW ACSX ACSY ACSZ ACT ACTA ACTB ACTC ACTD ACTE ACTF ACTG ACTH ACTI ACTJ ACTK ACTL ACTM ACTN ACTO ACTP ACTQ ACTR ACTS ACTT ACTU ACTV ACTW ACTX ACTY ACTZ ACU ACUA ACUB ACUC ACUD ACUE ACUF ACUG ACUH ACUI ACUJ ACUK ACUL ACUM ACUN ACUO ACUP ACUQ ACUR ACUS ACUT ACUU ACUV ACUW ACUX ACUY ACUZ ACV ACVA ACVB ACVC ACVD ACVE ACVF ACVG ACVH ACVI ACVJ ACVK ACVL ACVM ACVN ACVO ACVP ACVQ ACVR ACVS ACVT ACVU ACVV ACVW ACVX ACVY ACVZ ACW ACWA ACWB ACWC ACWD ACWE ACWF ACWG ACWH ACWI ACWJ ACWK ACWL ACWM ACWN ACWO ACWP ACWQ ACWR ACWS ACWT ACWU ACWV ACWW ACWX ACWY ACWZ ACX ACXA ACXB ACXC ACXD ACXE ACXF ACXG ACXH ACXI ACXJ ACXK ACXL ACXM ACXN ACXO ACXP ACXQ ACXR ACXS ACXT ACXU ACXV ACXW ACXX ACXY ACXZ ACY ACYA ACYB ACYC ACYD ACYE ACYF ACYG ACYH ACYI ACYJ ACYK ACYL ACYM ACYN ACYO ACYP ACYQ ACYR ACYS ACYT ACYU ACYV ACYW ACYX ACYY ACYZ ACZ ACZA ACZB ACZC ACZD ACZE ACZF ACZG ACZH ACZI ACZJ ACZK ACZL ACZM ACZN ACZO ACZP ACZQ ACZR ACZS ACZT ACZU ACZV ACZW ACZX ACZY ACZZ AD ADA ADAA ADAB ADAC ADAD ADAE ADAF ADAG ADAH ADAI ADAJ ADAK ADAL ADAM ADAN ADAO ADAP ADAQ ADAR ADAS ADAT ADAU ADAV ADAW ADAX ADAY ADAZ ADB ADBA ADBB ADBC ADBD ADBE ADBF ADBG ADBH ADBI ADBJ ADBK ADBL ADBM ADBN ADBO ADBP ADBQ ADBR ADBS ADBT ADBU ADBV ADBW ADBX ADBY ADBZ ADC ADCA ADCB ADCC ADCD ADCE ADCF ADCG ADCH ADCI ADCJ ADCK ADCL ADCM ADCN ADCO ADCP ADCQ ADCR ADCS ADCT ADCU ADCV ADCW ADCX ADCY ADCZ ADD ADDA ADDB ADDC ADDD ADDE ADDF ADDG ADDH ADDI ADDJ ADDK ADDL ADDM ADDN ADDO ADDP ADDQ ADDR ADDS ADDT ADDU ADDV ADDW ADDX ADDY ADDZ ADE ADEA ADEB ADEC ADED ADEE ADEF ADEG ADEH ADEI ADEJ ADEK ADEL ADEM ADEN ADEO ADEP ADEQ ADER ADES ADET ADEU ADEV ADEW ADEX ADEY ADEZ ADF ADFA ADFB ADFC ADFD ADFE ADFF ADFG ADFH ADFI ADFJ ADFK ADFL ADFM ADFN ADFO ADFP ADFQ ADFR ADFS ADFT ADFU ADFV ADFW ADFX ADFY ADFZ ADG ADGA ADGB ADGC ADGD ADGE ADGF ADGG ADGH ADGI ADGJ ADGK ADGL ADGM ADGN ADGO ADGP ADGQ ADGR ADGS ADGT ADGU ADGV ADGW ADGX ADGY ADGZ ADH ADHA ADHB ADHC ADHD ADHE ADHF ADHG ADHH ADHI ADHJ ADHK ADHL ADHM ADHN ADHO ADHP ADHQ ADHR ADHS ADHT ADHU ADHV ADHW ADHX ADHY ADHZ ADI ADIA ADIB ADIC ADID ADIE ADIF ADIG ADIH ADII ADIJ ADIK ADIL ADIM ADIN ADIO ADIP ADIQ ADIR ADIS ADIT ADIU ADIV ADIW ADIX ADIY ADIZ ADJ ADJA ADJB ADJC ADJD ADJE ADJF ADJG ADJH ADJI ADJJ ADJK ADJL ADJM ADJN ADJO ADJP ADJQ ADJR ADJS ADJT ADJU ADJV ADJW ADJX ADJY ADJZ ADK ADKA ADKB ADKC ADKD ADKE ADKF ADKG ADKH ADKI ADKJ ADKK ADKL ADKM ADKN ADKO ADKP ADKQ ADKR ADKS ADKT ADKU ADKV ADKW ADKX ADKY ADKZ ADL ADLA ADLB ADLC ADLD ADLE ADLF ADLG ADLH ADLI ADLJ ADLK ADLL ADLM ADLN ADLO ADLP ADLQ ADLR ADLS ADLT ADLU ADLV ADLW ADLX ADLY ADLZ ADM ADMA ADMB ADMC ADMD ADME ADMF ADMG ADMH ADMI ADMJ ADMK ADML ADMM ADMN ADMO ADMP ADMQ ADMR ADMS ADMT ADMU ADMV ADMW ADMX ADMY ADMZ ADN ADNA ADNB ADNC ADND ADNE ADNF ADNG ADNH ADNI ADNJ ADNK ADNL ADNM ADNN ADNO ADNP ADNQ ADNR ADNS ADNT ADNU ADNV ADNW ADNX ADNY ADNZ ADO ADOA ADOB ADOC ADOD ADOE ADOF ADOG ADOH ADOI ADOJ ADOK ADOL ADOM ADON ADOO ADOP ADOQ ADOR ADOS ADOT ADOU ADOV ADOW ADOX ADOY ADOZ ADP ADPA ADPB ADPC ADPD ADPE ADPF ADPG ADPH ADPI ADPJ ADPK ADPL ADPM ADPN ADPO ADPP ADPQ ADPR ADPS ADPT ADPU ADPV ADPW ADPX ADPY ADPZ ADQ ADQA ADQB ADQC ADQD ADQE ADQF ADQG ADQH ADQI ADQJ ADQK ADQL ADQM ADQN ADQO ADQP ADQQ ADQR ADQS ADQT ADQU ADQV ADQW ADQX ADQY ADQZ ADR ADRA ADRB ADRC ADRD ADRE ADRF ADRG ADRH ADRI ADRJ ADRK ADRL ADRM ADRN ADRO ADRP ADRQ ADRR ADRS ADRT ADRU ADRV ADRW ADRX ADRY ADRZ ADS ADSA ADSB ADSC ADSD ADSE ADSF ADSG ADSH ADSI ADSJ ADSK ADSL ADSM ADSN ADSO ADSP ADSQ ADSR ADSS ADST ADSU ADSV ADSW ADSX ADSY ADSZ ADT ADTA ADTB ADTC ADTD ADTE ADTF ADTG ADTH ADTI ADTJ ADTK ADTL ADTM ADTN ADTO ADTP ADTQ ADTR ADTS ADTT ADTU ADTV ADTW ADTX ADTY ADTZ ADU ADUA ADUB ADUC ADUD ADUE ADUF ADUG ADUH ADUI ADUJ ADUK ADUL ADUM ADUN ADUO ADUP ADUQ ADUR ADUS ADUT ADUU ADUV ADUW ADUX ADUY ADUZ ADV ADVA ADVB ADVC ADVD ADVE ADVF ADVG ADVH ADVI ADVJ ADVK ADVL ADVM ADVN ADVO ADVP ADVQ ADVR ADVS ADVT ADVU ADVV ADVW ADVX ADVY ADVZ ADW ADWA ADWB ADWC ADWD ADWE ADWF ADWG ADWH ADWI ADWJ ADWK ADWL ADWM ADWN ADWO ADWP ADWQ ADWR ADWS ADWT ADWU ADWV ADWW ADWX ADWY ADWZ ADX ADXA ADXB ADXC ADXD ADXE ADXF ADXG ADXH ADXI ADXJ ADXK ADXL ADXM ADXN ADXO ADXP ADXQ ADXR ADXS ADXT ADXU ADXV ADXW ADXX ADXY ADXZ ADY ADYA ADYB ADYC ADYD ADYE ADYF ADYG ADYH ADYI ADYJ ADYK ADYL ADYM ADYN ADYO ADYP ADYQ ADYR ADYS ADYT ADYU ADYV ADYW ADYX ADYY ADYZ ADZ ADZA ADZB ADZC ADZD ADZE ADZF ADZG ADZH ADZI ADZJ ADZK ADZL ADZM ADZN ADZO ADZP ADZQ ADZR ADZS ADZT ADZU ADZV ADZW ADZX ADZY ADZZ AE AEA AEAA AEAB AEAC AEAD AEAE AEAF AEAG AEAH AEAI AEAJ AEAK AEAL AEAM AEAN AEAO AEAP AEAQ AEAR AEAS AEAT AEAU AEAV AEAW AEAX AEAY AEAZ AEB AEBA AEBB AEBC AEBD AEBE AEBF AEBG AEBH AEBI AEBJ AEBK AEBL AEBM AEBN AEBO AEBP AEBQ AEBR AEBS AEBT AEBU AEBV AEBW AEBX AEBY AEBZ AEC AECA AECB AECC AECD AECE AECF AECG AECH AECI AECJ AECK AECL AECM AECN AECO AECP AECQ AECR AECS AECT AECU AECV AECW AECX AECY AECZ AED AEDA AEDB AEDC AEDD AEDE AEDF AEDG AEDH AEDI AEDJ AEDK AEDL AEDM AEDN AEDO AEDP AEDQ AEDR AEDS AEDT AEDU AEDV AEDW AEDX AEDY AEDZ AEE AEEA AEEB AEEC AEED AEEE AEEF AEEG AEEH AEEI AEEJ AEEK AEEL AEEM AEEN AEEO AEEP AEEQ AEER AEES AEET AEEU AEEV AEEW AEEX AEEY AEEZ AEF AEFA AEFB AEFC AEFD AEFE AEFF AEFG AEFH AEFI AEFJ AEFK AEFL AEFM AEFN AEFO AEFP AEFQ AEFR AEFS AEFT AEFU AEFV AEFW AEFX AEFY AEFZ AEG AEGA AEGB AEGC AEGD AEGE AEGF AEGG AEGH AEGI AEGJ AEGK AEGL AEGM AEGN AEGO AEGP AEGQ AEGR AEGS AEGT AEGU AEGV AEGW AEGX AEGY AEGZ AEH AEHA AEHB AEHC AEHD AEHE AEHF AEHG AEHH AEHI AEHJ AEHK AEHL AEHM AEHN AEHO AEHP AEHQ AEHR AEHS AEHT AEHU AEHV AEHW AEHX AEHY AEHZ AEI AEIA AEIB AEIC AEID AEIE AEIF AEIG AEIH AEII AEIJ AEIK AEIL AEIM AEIN AEIO AEIP AEIQ AEIR AEIS AEIT AEIU AEIV AEIW AEIX AEIY AEIZ AEJ AEJA AEJB AEJC AEJD AEJE AEJF AEJG AEJH AEJI AEJJ AEJK AEJL AEJM AEJN AEJO AEJP AEJQ AEJR AEJS AEJT AEJU AEJV AEJW AEJX AEJY AEJZ AEK AEKA AEKB AEKC AEKD AEKE AEKF AEKG AEKH AEKI AEKJ AEKK AEKL AEKM AEKN AEKO AEKP AEKQ AEKR AEKS AEKT AEKU AEKV AEKW AEKX AEKY AEKZ AEL AELA AELB AELC AELD AELE AELF AELG AELH AELI AELJ AELK AELL AELM AELN AELO AELP AELQ AELR AELS AELT AELU AELV AELW AELX AELY AELZ AEM AEMA AEMB AEMC AEMD AEME AEMF AEMG AEMH AEMI AEMJ AEMK AEML AEMM AEMN AEMO AEMP AEMQ AEMR AEMS AEMT AEMU AEMV AEMW AEMX AEMY AEMZ AEN AENA AENB AENC AEND AENE AENF AENG AENH AENI AENJ AENK AENL AENM AENN AENO AENP AENQ AENR AENS AENT AENU AENV AENW AENX AENY AENZ AEO AEOA AEOB AEOC AEOD AEOE AEOF AEOG AEOH AEOI AEOJ AEOK AEOL AEOM AEON AEOO AEOP AEOQ AEOR AEOS AEOT AEOU AEOV AEOW AEOX AEOY AEOZ AEP AEPA AEPB AEPC AEPD AEPE AEPF AEPG AEPH AEPI AEPJ AEPK AEPL AEPM AEPN AEPO AEPP AEPQ AEPR AEPS AEPT AEPU AEPV AEPW AEPX AEPY AEPZ AEQ AEQA AEQB AEQC AEQD AEQE AEQF AEQG AEQH AEQI AEQJ AEQK AEQL AEQM AEQN AEQO AEQP AEQQ AEQR AEQS AEQT AEQU AEQV AEQW AEQX AEQY AEQZ AER AERA AERB AERC AERD AERE AERF AERG AERH AERI AERJ AERK AERL AERM AERN AERO AERP AERQ AERR AERS AERT AERU AERV AERW AERX AERY AERZ AES AESA AESB AESC AESD AESE AESF AESG AESH AESI AESJ AESK AESL AESM AESN AESO AESP AESQ AESR AESS AEST AESU AESV AESW AESX AESY AESZ AET AETA AETB AETC AETD AETE AETF AETG AETH AETI AETJ AETK AETL AETM AETN AETO AETP AETQ AETR AETS AETT AETU AETV AETW AETX AETY AETZ AEU AEUA AEUB AEUC AEUD AEUE AEUF AEUG AEUH AEUI AEUJ AEUK AEUL AEUM AEUN AEUO AEUP AEUQ AEUR AEUS AEUT AEUU AEUV AEUW AEUX AEUY AEUZ AEV AEVA AEVB AEVC AEVD AEVE AEVF AEVG AEVH AEVI AEVJ AEVK AEVL AEVM AEVN AEVO AEVP AEVQ AEVR AEVS AEVT AEVU AEVV AEVW AEVX AEVY AEVZ AEW AEWA AEWB AEWC AEWD AEWE AEWF AEWG AEWH AEWI AEWJ AEWK AEWL AEWM AEWN AEWO AEWP AEWQ AEWR AEWS AEWT AEWU AEWV AEWW AEWX AEWY AEWZ AEX AEXA AEXB AEXC AEXD AEXE AEXF AEXG AEXH AEXI AEXJ AEXK AEXL AEXM AEXN AEXO AEXP AEXQ AEXR AEXS AEXT AEXU AEXV AEXW AEXX AEXY AEXZ AEY AEYA AEYB AEYC AEYD AEYE AEYF AEYG AEYH AEYI AEYJ AEYK AEYL AEYM AEYN AEYO AEYP AEYQ AEYR AEYS AEYT AEYU AEYV AEYW AEYX AEYY AEYZ AEZ AEZA AEZB AEZC AEZD AEZE AEZF AEZG AEZH AEZI AEZJ AEZK AEZL AEZM AEZN AEZO AEZP AEZQ AEZR AEZS AEZT AEZU AEZV AEZW AEZX AEZY AEZZ AF AFA AFAA AFAB AFAC AFAD AFAE AFAF AFAG AFAH AFAI AFAJ AFAK AFAL AFAM AFAN AFAO AFAP AFAQ AFAR AFAS AFAT AFAU AFAV AFAW AFAX AFAY AFAZ AFB AFBA AFBB AFBC AFBD AFBE AFBF AFBG AFBH AFBI AFBJ AFBK AFBL AFBM AFBN AFBO AFBP AFBQ AFBR AFBS AFBT AFBU AFBV AFBW AFBX AFBY AFBZ AFC AFCA AFCB AFCC AFCD AFCE AFCF AFCG AFCH AFCI AFCJ AFCK AFCL AFCM AFCN AFCO AFCP AFCQ AFCR AFCS AFCT AFCU AFCV AFCW AFCX AFCY AFCZ AFD AFDA AFDB AFDC AFDD AFDE AFDF AFDG AFDH AFDI AFDJ AFDK AFDL AFDM AFDN AFDO AFDP AFDQ AFDR AFDS AFDT AFDU AFDV AFDW AFDX AFDY AFDZ AFE AFEA AFEB AFEC AFED AFEE AFEF AFEG AFEH AFEI AFEJ AFEK AFEL AFEM AFEN AFEO AFEP AFEQ AFER AFES AFET AFEU AFEV AFEW AFEX AFEY AFEZ AFF AFFA AFFB AFFC AFFD AFFE AFFF AFFG AFFH AFFI AFFJ AFFK AFFL AFFM AFFN AFFO AFFP AFFQ AFFR AFFS AFFT AFFU AFFV AFFW AFFX AFFY AFFZ AFG AFGA AFGB AFGC AFGD AFGE AFGF AFGG AFGH AFGI AFGJ AFGK AFGL AFGM AFGN AFGO AFGP AFGQ AFGR AFGS AFGT AFGU AFGV AFGW AFGX AFGY AFGZ AFH AFHA AFHB AFHC AFHD AFHE AFHF AFHG AFHH AFHI AFHJ AFHK AFHL AFHM AFHN AFHO AFHP AFHQ AFHR AFHS AFHT AFHU AFHV AFHW AFHX AFHY AFHZ AFI AFIA AFIB AFIC AFID AFIE AFIF AFIG AFIH AFII AFIJ AFIK AFIL AFIM AFIN AFIO AFIP AFIQ AFIR AFIS AFIT AFIU AFIV AFIW AFIX AFIY AFIZ AFJ AFJA AFJB AFJC AFJD AFJE AFJF AFJG AFJH AFJI AFJJ AFJK AFJL AFJM AFJN AFJO AFJP AFJQ AFJR AFJS AFJT AFJU AFJV AFJW AFJX AFJY AFJZ AFK AFKA AFKB AFKC AFKD AFKE AFKF AFKG AFKH AFKI AFKJ AFKK AFKL AFKM AFKN AFKO AFKP AFKQ AFKR AFKS AFKT AFKU AFKV AFKW AFKX AFKY AFKZ AFL AFLA AFLB AFLC AFLD AFLE AFLF AFLG AFLH AFLI AFLJ AFLK AFLL AFLM AFLN AFLO AFLP AFLQ AFLR AFLS AFLT AFLU AFLV AFLW AFLX AFLY AFLZ AFM AFMA AFMB AFMC AFMD AFME AFMF AFMG AFMH AFMI AFMJ AFMK AFML AFMM AFMN AFMO AFMP AFMQ AFMR AFMS AFMT AFMU AFMV AFMW AFMX AFMY AFMZ AFN AFNA AFNB AFNC AFND AFNE AFNF AFNG AFNH AFNI AFNJ AFNK AFNL AFNM AFNN AFNO AFNP AFNQ AFNR AFNS AFNT AFNU AFNV AFNW AFNX AFNY AFNZ AFO AFOA AFOB AFOC AFOD AFOE AFOF AFOG AFOH AFOI AFOJ AFOK AFOL AFOM AFON AFOO AFOP AFOQ AFOR AFOS AFOT AFOU AFOV AFOW AFOX AFOY AFOZ AFP AFPA AFPB AFPC AFPD AFPE AFPF AFPG AFPH AFPI AFPJ AFPK AFPL AFPM AFPN AFPO AFPP AFPQ AFPR AFPS AFPT AFPU AFPV AFPW AFPX AFPY AFPZ AFQ AFQA AFQB AFQC AFQD AFQE AFQF AFQG AFQH AFQI AFQJ AFQK AFQL AFQM AFQN AFQO AFQP AFQQ AFQR AFQS AFQT AFQU AFQV AFQW AFQX AFQY AFQZ AFR AFRA AFRB AFRC AFRD AFRE AFRF AFRG AFRH AFRI AFRJ AFRK AFRL AFRM AFRN AFRO AFRP AFRQ AFRR AFRS AFRT AFRU AFRV AFRW AFRX AFRY AFRZ AFS AFSA AFSB AFSC AFSD AFSE AFSF AFSG AFSH AFSI AFSJ AFSK AFSL AFSM AFSN AFSO AFSP AFSQ AFSR AFSS AFST AFSU AFSV AFSW AFSX AFSY AFSZ AFT AFTA AFTB AFTC AFTD AFTE AFTF AFTG AFTH AFTI AFTJ AFTK AFTL AFTM AFTN AFTO AFTP AFTQ AFTR AFTS AFTT AFTU AFTV AFTW AFTX AFTY AFTZ AFU AFUA AFUB AFUC AFUD AFUE AFUF AFUG AFUH AFUI AFUJ AFUK AFUL AFUM AFUN AFUO AFUP AFUQ AFUR AFUS AFUT AFUU AFUV AFUW AFUX AFUY AFUZ AFV AFVA AFVB AFVC AFVD AFVE AFVF AFVG AFVH AFVI AFVJ AFVK AFVL AFVM AFVN AFVO AFVP AFVQ AFVR AFVS AFVT AFVU AFVV AFVW AFVX AFVY AFVZ AFW AFWA AFWB AFWC AFWD AFWE AFWF AFWG AFWH AFWI AFWJ AFWK AFWL AFWM AFWN AFWO AFWP AFWQ AFWR AFWS AFWT AFWU AFWV AFWW AFWX AFWY AFWZ AFX AFXA AFXB AFXC AFXD AFXE AFXF AFXG AFXH AFXI AFXJ AFXK AFXL AFXM AFXN AFXO AFXP AFXQ AFXR AFXS AFXT AFXU AFXV AFXW AFXX AFXY AFXZ AFY AFYA AFYB AFYC AFYD AFYE AFYF AFYG AFYH AFYI AFYJ AFYK AFYL AFYM AFYN AFYO AFYP AFYQ AFYR AFYS AFYT AFYU AFYV AFYW AFYX AFYY AFYZ AFZ AFZA AFZB AFZC AFZD AFZE AFZF AFZG AFZH AFZI AFZJ AFZK AFZL AFZM AFZN AFZO AFZP AFZQ AFZR AFZS AFZT AFZU AFZV AFZW AFZX AFZY AFZZ AG AGA AGAA AGAB AGAC AGAD AGAE AGAF AGAG AGAH AGAI AGAJ AGAK AGAL AGAM AGAN AGAO AGAP AGAQ AGAR AGAS AGAT AGAU AGAV AGAW AGAX AGAY AGAZ AGB AGBA AGBB AGBC AGBD AGBE AGBF AGBG AGBH AGBI AGBJ AGBK AGBL AGBM AGBN AGBO AGBP AGBQ AGBR AGBS AGBT AGBU AGBV AGBW AGBX AGBY AGBZ AGC AGCA AGCB AGCC AGCD AGCE AGCF AGCG AGCH AGCI AGCJ AGCK AGCL AGCM AGCN AGCO AGCP AGCQ AGCR AGCS AGCT AGCU AGCV AGCW AGCX AGCY AGCZ AGD AGDA AGDB AGDC AGDD AGDE AGDF AGDG AGDH AGDI AGDJ AGDK AGDL AGDM AGDN AGDO AGDP AGDQ AGDR AGDS AGDT AGDU AGDV AGDW AGDX AGDY AGDZ AGE AGEA AGEB AGEC AGED AGEE AGEF AGEG AGEH AGEI AGEJ AGEK AGEL AGEM AGEN AGEO AGEP AGEQ AGER AGES AGET AGEU AGEV AGEW AGEX AGEY AGEZ AGF AGFA AGFB AGFC AGFD AGFE AGFF AGFG AGFH AGFI AGFJ AGFK AGFL AGFM AGFN AGFO AGFP AGFQ AGFR AGFS AGFT AGFU AGFV AGFW AGFX AGFY AGFZ AGG AGGA AGGB AGGC AGGD AGGE AGGF AGGG AGGH AGGI AGGJ AGGK AGGL AGGM AGGN AGGO AGGP AGGQ AGGR AGGS AGGT AGGU AGGV AGGW AGGX AGGY AGGZ AGH AGHA AGHB AGHC AGHD AGHE AGHF AGHG AGHH AGHI AGHJ AGHK AGHL AGHM AGHN AGHO AGHP AGHQ AGHR AGHS AGHT AGHU AGHV AGHW AGHX AGHY AGHZ AGI AGIA AGIB AGIC AGID AGIE AGIF AGIG AGIH AGII AGIJ AGIK AGIL AGIM AGIN AGIO AGIP AGIQ AGIR AGIS AGIT AGIU AGIV AGIW AGIX AGIY AGIZ AGJ AGJA AGJB AGJC AGJD AGJE AGJF AGJG AGJH AGJI AGJJ AGJK AGJL AGJM AGJN AGJO AGJP AGJQ AGJR AGJS AGJT AGJU AGJV AGJW AGJX AGJY AGJZ AGK AGKA AGKB AGKC AGKD AGKE AGKF AGKG AGKH AGKI AGKJ AGKK AGKL AGKM AGKN AGKO AGKP AGKQ AGKR AGKS AGKT AGKU AGKV AGKW AGKX AGKY AGKZ AGL AGLA AGLB AGLC AGLD AGLE AGLF AGLG AGLH AGLI AGLJ AGLK AGLL AGLM AGLN AGLO AGLP AGLQ AGLR AGLS AGLT AGLU AGLV AGLW AGLX AGLY AGLZ AGM AGMA AGMB AGMC AGMD AGME AGMF AGMG AGMH AGMI AGMJ AGMK AGML AGMM AGMN AGMO AGMP AGMQ AGMR AGMS AGMT AGMU AGMV AGMW AGMX AGMY AGMZ AGN AGNA AGNB AGNC AGND AGNE AGNF AGNG AGNH AGNI AGNJ AGNK AGNL AGNM AGNN AGNO AGNP AGNQ AGNR AGNS AGNT AGNU AGNV AGNW AGNX AGNY AGNZ AGO AGOA AGOB AGOC AGOD AGOE AGOF AGOG AGOH AGOI AGOJ AGOK AGOL AGOM AGON AGOO AGOP AGOQ AGOR AGOS AGOT AGOU AGOV AGOW AGOX AGOY AGOZ AGP AGPA AGPB AGPC AGPD AGPE AGPF AGPG AGPH AGPI AGPJ AGPK AGPL AGPM AGPN AGPO AGPP AGPQ AGPR AGPS AGPT AGPU AGPV AGPW AGPX AGPY AGPZ AGQ AGQA AGQB AGQC AGQD AGQE AGQF AGQG AGQH AGQI AGQJ AGQK AGQL AGQM AGQN AGQO AGQP AGQQ AGQR AGQS AGQT AGQU AGQV AGQW AGQX AGQY AGQZ AGR AGRA AGRB AGRC AGRD AGRE AGRF AGRG AGRH AGRI AGRJ AGRK AGRL AGRM AGRN AGRO AGRP AGRQ AGRR AGRS AGRT AGRU AGRV AGRW AGRX AGRY AGRZ AGS AGSA AGSB AGSC AGSD AGSE AGSF AGSG AGSH AGSI AGSJ AGSK AGSL AGSM AGSN AGSO AGSP AGSQ AGSR AGSS AGST AGSU AGSV AGSW AGSX AGSY AGSZ AGT AGTA AGTB AGTC AGTD AGTE AGTF AGTG AGTH AGTI AGTJ AGTK AGTL AGTM AGTN AGTO AGTP AGTQ AGTR AGTS AGTT AGTU AGTV AGTW AGTX AGTY AGTZ AGU AGUA AGUB AGUC AGUD AGUE AGUF AGUG AGUH AGUI AGUJ AGUK AGUL AGUM AGUN AGUO AGUP AGUQ AGUR AGUS AGUT AGUU AGUV AGUW AGUX AGUY AGUZ AGV AGVA AGVB AGVC AGVD AGVE AGVF AGVG AGVH AGVI AGVJ AGVK AGVL AGVM AGVN AGVO AGVP AGVQ AGVR AGVS AGVT AGVU AGVV AGVW AGVX AGVY AGVZ AGW AGWA AGWB AGWC AGWD AGWE AGWF AGWG AGWH AGWI AGWJ AGWK AGWL AGWM AGWN AGWO AGWP AGWQ AGWR AGWS AGWT AGWU AGWV AGWW AGWX AGWY AGWZ AGX AGXA AGXB AGXC AGXD AGXE AGXF AGXG AGXH AGXI AGXJ AGXK AGXL AGXM AGXN AGXO AGXP AGXQ AGXR AGXS AGXT AGXU AGXV AGXW AGXX AGXY AGXZ AGY AGYA AGYB AGYC AGYD AGYE AGYF AGYG AGYH AGYI AGYJ AGYK AGYL AGYM AGYN AGYO AGYP AGYQ AGYR AGYS AGYT AGYU AGYV AGYW AGYX AGYY AGYZ AGZ AGZA AGZB AGZC AGZD AGZE AGZF AGZG AGZH AGZI AGZJ AGZK AGZL AGZM AGZN AGZO AGZP AGZQ AGZR AGZS AGZT AGZU AGZV AGZW AGZX AGZY AGZZ AH AHA AHAA AHAB AHAC AHAD AHAE AHAF AHAG AHAH AHAI AHAJ AHAK AHAL AHAM AHAN AHAO AHAP AHAQ AHAR AHAS AHAT AHAU AHAV AHAW AHAX AHAY AHAZ AHB AHBA AHBB AHBC AHBD AHBE AHBF AHBG AHBH AHBI AHBJ AHBK AHBL AHBM AHBN AHBO AHBP AHBQ AHBR AHBS AHBT AHBU AHBV AHBW AHBX AHBY AHBZ AHC AHCA AHCB AHCC AHCD AHCE AHCF AHCG AHCH AHCI AHCJ AHCK AHCL AHCM AHCN AHCO AHCP AHCQ AHCR AHCS AHCT AHCU AHCV AHCW AHCX AHCY AHCZ AHD AHDA AHDB AHDC AHDD AHDE AHDF AHDG AHDH AHDI AHDJ AHDK AHDL AHDM AHDN AHDO AHDP AHDQ AHDR AHDS AHDT AHDU AHDV AHDW AHDX AHDY AHDZ AHE AHEA AHEB AHEC AHED AHEE AHEF AHEG AHEH AHEI AHEJ AHEK AHEL AHEM AHEN AHEO AHEP AHEQ AHER AHES AHET AHEU AHEV AHEW AHEX AHEY AHEZ AHF AHFA AHFB AHFC AHFD AHFE AHFF AHFG AHFH AHFI AHFJ AHFK AHFL AHFM AHFN AHFO AHFP AHFQ AHFR AHFS AHFT AHFU AHFV AHFW AHFX AHFY AHFZ AHG AHGA AHGB AHGC AHGD AHGE AHGF AHGG AHGH AHGI AHGJ AHGK AHGL AHGM AHGN AHGO AHGP AHGQ AHGR AHGS AHGT AHGU AHGV AHGW AHGX AHGY AHGZ AHH AHHA AHHB AHHC AHHD AHHE AHHF AHHG AHHH AHHI AHHJ AHHK AHHL AHHM AHHN AHHO AHHP AHHQ AHHR AHHS AHHT AHHU AHHV AHHW AHHX AHHY AHHZ AHI AHIA AHIB AHIC AHID AHIE AHIF AHIG AHIH AHII AHIJ AHIK AHIL AHIM AHIN AHIO AHIP AHIQ AHIR AHIS AHIT AHIU AHIV AHIW AHIX AHIY AHIZ AHJ AHJA AHJB AHJC AHJD AHJE AHJF AHJG AHJH AHJI AHJJ AHJK AHJL AHJM AHJN AHJO AHJP AHJQ AHJR AHJS AHJT AHJU AHJV AHJW AHJX AHJY AHJZ AHK AHKA AHKB AHKC AHKD AHKE AHKF AHKG AHKH AHKI AHKJ AHKK AHKL AHKM AHKN AHKO AHKP AHKQ AHKR AHKS AHKT AHKU AHKV AHKW AHKX AHKY AHKZ AHL AHLA AHLB AHLC AHLD AHLE AHLF AHLG AHLH AHLI AHLJ AHLK AHLL AHLM AHLN AHLO AHLP AHLQ AHLR AHLS AHLT AHLU AHLV AHLW AHLX AHLY AHLZ AHM AHMA AHMB AHMC AHMD AHME AHMF AHMG AHMH AHMI AHMJ AHMK AHML AHMM AHMN AHMO AHMP AHMQ AHMR AHMS AHMT AHMU AHMV AHMW AHMX AHMY AHMZ AHN AHNA AHNB AHNC AHND AHNE AHNF AHNG AHNH AHNI AHNJ AHNK AHNL AHNM AHNN AHNO AHNP AHNQ AHNR AHNS AHNT AHNU AHNV AHNW AHNX AHNY AHNZ AHO AHOA AHOB AHOC AHOD AHOE AHOF AHOG AHOH AHOI AHOJ AHOK AHOL AHOM AHON AHOO AHOP AHOQ AHOR AHOS AHOT AHOU AHOV AHOW AHOX AHOY AHOZ AHP AHPA AHPB AHPC AHPD AHPE AHPF AHPG AHPH AHPI AHPJ AHPK AHPL AHPM AHPN AHPO AHPP AHPQ AHPR AHPS AHPT AHQ AHR AHS AHT AHU AHV AHW AHX AHY AHZ AI AIA AIB AIC AID AIE AIF AIG AIH AII AIJ AIK AIL AIM AIN AIO AIP AIQ AIR AIS AIT AIU AIV AIW AIX AIY AIZ AJ AJA AJB AJC AJD AJE AJF AJG AJH AJI AJJ AJK AJL AJM AJN AJO AJP AJQ AJR AJS AJT AJU AJV AJW AJX AJY AJZ AK AKA AKB AKC AKD AKE AKF AKG AKH AKI AKJ AKK AKL AKM AKN AKO AKP AKQ AKR AKS AKT AKU AKV AKW AKX AKY AKZ AL ALA ALB ALC ALD ALE ALF ALG ALH ALI ALJ ALK ALL ALM ALN ALO ALP ALQ ALR ALS ALT ALU ALV ALW ALX ALY ALZ AM AMA AMB AMC AMD AME AMF AMG AMH AMI AMJ AMK AML AMM AMN AMO AMP AMQ AMR AMS AMT AMU AMV AMW AMX AMY AMZ AN ANA ANB ANC AND ANE ANF ANG ANH ANI ANJ ANK ANL ANM ANN ANO ANP ANQ ANR ANS ANT ANU ANV ANW ANX ANY ANZ AO AOA AOB AOC AOD AOE AOF AOG AOH AOI AOJ AOK AOL AOM AON AOO AOP AOQ AOR AOS AOT AOU AOV AOW AOX AOY AOZ AP APA APB APC APD APE APF APG APH API APJ APK APL APM APN APO APP APQ APR APS APT APU APV APW APX APY APZ AQ AQA AQB AQC AQD AQE AQF AQG AQH AQI AQJ AQK AQL AQM AQN AQO AQP AQQ AQR AQS AQT AQU AQV AQW AQX AQY AQZ AR ARA ARB ARC ARD ARE ARF ARG ARH ARI ARJ ARK ARL ARM ARN ARO ARP ARQ ARR ARS ART ARU ARV ARW ARX ARY ARZ AS ASA ASB ASC ASD ASE ASF ASG ASH ASI ASJ ASK ASL ASM ASN ASO ASP ASQ ASR ASS AST ASU ASV ASW ASX ASY ASZ AT ATA ATB ATC ATD ATE ATF ATG ATH ATI ATJ ATK ATL ATM ATN ATO ATP ATQ ATR ATS ATT ATU ATV ATW ATX ATY ATZ AU AUA AUB AUC AUD AUE AUF AUG AUH AUI AUJ AUK AUL AUM AUN AUO AUP AUQ AUR AUS AUT AUU AUV AUW AUX AUY AUZ AV AVA AVB AVC AVD AVE AVF AVG AVH AVI AVJ AVK AVL AVM AVN AVO AVP AVQ AVR AVS AVT AVU AVV AVW AVX AVY AVZ AW AWA AWB AWC AWD AWE AWF AWG AWH AWI AWJ AWK AWL AWM AWN AWO AWP AWQ AWR AWS AWT AWU AWV AWW AWX AWY AWZ AX AXA AXB AXC AXD AXE AXF AXG AXH AXI AXJ AXK AXL AXM AXN AXO AXP AXQ AXR AXS AXT AXU AXV AXW AXX AXY AXZ AY AYA AYB AYC AYD AYE AYF AYG AYH AYI AYJ AYK AYL AYM AYN AYO AYP AYQ AYR AYS AYT AYU AYV AYW AYX AYY AYZ AZ AZA AZB AZC AZD AZE AZF AZG AZH AZI AZJ AZK AZL AZM AZN AZO AZP AZQ AZR AZS AZT AZU AZV AZW AZX AZY AZZ B BA BAA BAB BAC BAD BAE BAF BAG BAH BAI BAJ BAK BAL BAM BAN BAO BAP BAQ BAR BAS BAT BAU BAV BAW BAX BAY BAZ BB BBA BBB BBC BBD BBE BBF BBG BBH BBI BBJ BBK BBL BBM BBN BBO BBP BBQ BBR BBS BBT BBU BBV BBW BBX BBY BBZ BC BCA BCB BCC BCD BCE BCF BCG BCH BCI BCJ BCK BCL BCM BCN BCO BCP BCQ BCR BCS BCT BCU BCV BCW BCX BCY BCZ BD BDA BDB BDC BDD BDE BDF BDG BDH BDI BDJ BDK BDL BDM BDN BDO BDP BDQ BDR BDS BDT BDU BDV BDW BDX BDY BDZ BE BEA BEB BEC BED BEE BEF BEG BEH BEI BEJ BEK BEL BEM BEN BEO BEP BEQ BER BES BET BEU BEV BEW BEX BEY BEZ BF BFA BFB BFC BFD BFE BFF BFG BFH BFI BFJ BFK BFL BFM BFN BFO BFP BFQ BFR BFS BFT BFU BFV BFW BFX BFY BFZ BG BGA BGB BGC BGD BGE BGF BGG BGH BGI BGJ BGK BGL BGM BGN BGO BGP BGQ BGR BGS BGT BGU BGV BGW BGX BGY BGZ BH BHA BHB BHC BHD BHE BHF BHG BHH BHI BHJ BHK BHL BHM BHN BHO BHP BHQ BHR BHS BHT BHU BHV BHW BHX BHY BHZ BI BIA BIB BIC BID BIE BIF BIG BIH BII BIJ BIK BIL BIM BIN BIO BIP BIQ BIR BIS BIT BIU BIV BIW BIX BIY BIZ BJ BJA BJB BJC BJD BJE BJF BJG BJH BJI BJJ BJK BJL BJM BJN BJO BJP BJQ BJR BJS BJT BJU BJV BJW BJX BJY BJZ BK BKA BKB BKC BKD BKE BKF BKG BKH BKI BKJ BKK BKL BKM BKN BKO BKP BKQ BKR BKS BKT BKU BKV BKW BKX BKY BKZ BL BLA BLB BLC BLD BLE BLF BLG BLH BLI BLJ BLK BLL BLM BLN BLO BLP BLQ BLR BLS BLT BLU BLV BLW BLX BLY BLZ BM BMA BMB BMC BMD BME BMF BMG BMH BMI BMJ BMK BML BMM BMN BMO BMP BMQ BMR BMS BMT BMU BMV BMW BMX BMY BMZ BN BNA BNB BNC BND BNE BNF BNG BNH BNI BNJ BNK BNL BNM BNN BNO BNP BNQ BNR BNS BNT BNU BNV BNW BNX BNY BNZ BO BOA BOB BOC BOD BOE BOF BOG BOH BOI BOJ BOK BOL BOM BON BOO BOP BOQ BOR BOS BOT BOU BOV BOW BOX BOY BOZ BP BPA BPB BPC BPD BPE BPF BPG BPH BPI BPJ BPK BPL BPM BPN BPO BPP BPQ BPR BPS BPT BPU BPV BPW BPX BPY BPZ BQ BQA BQB BQC BQD BQE BQF BQG BQH BQI BQJ BQK BQL BQM BQN BQO BQP BQQ BQR BQS BQT BQU BQV BQW BQX BQY BQZ BR BRA BRB BRC BRD BRE BRF BRG BRH BRI BRJ BRK BRL BRM BRN BRO BRP BRQ BRR BRS BRT BRU BRV BRW BRX BRY BRZ BS BSA BSB BSC BSD BSE BSF BSG BSH BSI BSJ BSK BSL BSM BSN BSO BSP BSQ BSR BSS BST BSU BSV BSW BSX BSY BSZ BT BTA BTB BTC BTD BTE BTF BTG BTH BTI BTJ BTK BTL BTM BTN BTO BTP BTQ BTR BTS BTT BTU BTV BTW BTX BTY BTZ BU BUA BUB BUC BUD BUE BUF BUG BUH BUI BUJ BUK BUL BUM BUN BUO BUP BUQ BUR BUS BUT BUU BUV BUW BUX BUY BUZ BV BVA BVB BVC BVD BVE BVF BVG BVH BVI BVJ BVK BVL BVM BVN BVO BVP BVQ BVR BVS BVT BVU BVV BVW BVX BVY BVZ BW BWA BWB BWC BWD BWE BWF BWG BWH BWI BWJ BWK BWL BWM BWN BWO BWP BWQ BWR BWS BWT BWU BWV BWW BWX BWY BWZ BX BXA BXB BXC BXD BXE BXF BXG BXH BXI BXJ BXK BXL BXM BXN BXO BXP BXQ BXR BXS BXT BXU BXV BXW BXX BXY BXZ BY BYA BYB BYC BYD BYE BYF BYG BYH BYI BYJ BYK BYL BYM BYN BYO BYP BYQ BYR BYS BYT BYU BYV BYW BYX BYY BYZ BZ BZA BZB BZC BZD BZE BZF BZG BZH BZI BZJ BZK BZL BZM BZN BZO BZP BZQ BZR BZS BZT BZU BZV BZW BZX BZY BZZ C CA CAA CAB CAC CAD CAE CAF CAG CAH CAI CAJ CAK CAL CAM CAN CAO CAP CAQ CAR CAS CAT CAU CAV CAW CAX CAY CAZ CB CBA CBB CBC CBD CBE CBF CBG CBH CBI CBJ CBK CBL CBM CBN CBO CBP CBQ CBR CBS CBT CBU CBV CBW CBX CBY CBZ CC CCA CCB CCC CCD CCE CCF CCG CCH CCI CCJ CCK CCL CCM CCN CCO CCP CCQ CCR CCS CCT CCU CCV CCW CCX CCY CCZ CD CDA CDB CDC CDD CDE CDF CDG CDH CDI CDJ CDK CDL CDM CDN CDO CDP CDQ CDR CDS CDT CDU CDV CDW CDX CDY CDZ CE CEA CEB CEC CED CEE CEF CEG CEH CEI CEJ CEK CEL CEM CEN CEO CEP CEQ CER CES CET CEU CEV CEW CEX CEY CEZ CF CFA CFB CFC CFD CFE CFF CFG CFH CFI CFJ CFK CFL CFM CFN CFO CFP CFQ CFR CFS CFT CFU CFV CFW CFX CFY CFZ CG CGA CGB CGC CGD CGE CGF CGG CGH CGI CGJ CGK CGL CGM CGN CGO CGP CGQ CGR CGS CGT CGU CGV CGW CGX CGY CGZ CH CHA CHB CHC CHD CHE CHF CHG CHH CHI CHJ CHK CHL CHM CHN CHO CHP CHQ CHR CHS CHT CHU CHV CHW CHX CHY CHZ CI CIA CIB CIC CID CIE CIF CIG CIH CII CIJ CIK CIL CIM CIN CIO CIP CIQ CIR CIS CIT CIU CIV CIW CIX CIY CIZ CJ CJA CJB CJC CJD CJE CJF CJG CJH CJI CJJ CJK CJL CJM CJN CJO CJP CJQ CJR CJS CJT CJU CJV CJW CJX CJY CJZ CK CKA CKB CKC CKD CKE CKF CKG CKH CKI CKJ CKK CKL CKM CKN CKO CKP CKQ CKR CKS CKT CKU CKV CKW CKX CKY CKZ CL CLA CLB CLC CLD CLE CLF CLG CLH CLI CLJ CLK CLL CLM CLN CLO CLP CLQ CLR CLS CLT CLU CLV CLW CLX CLY CLZ CM CMA CMB CMC CMD CME CMF CMG CMH CMI CMJ CMK CML CMM CMN CMO CMP CMQ CMR CMS CMT CMU CMV CMW CMX CMY CMZ CN CNA CNB CNC CND CNE CNF CNG CNH CNI CNJ CNK CNL CNM CNN CNO CNP CNQ CNR CNS CNT CNU CNV CNW CNX CNY CNZ CO COA COB COC COD COE COF COG COH COI COJ COK COL COM CON COO COP COQ COR COS COT COU COV COW COX COY COZ CP CPA CPB CPC CPD CPE CPF CPG CPH CPI CPJ CPK CPL CPM CPN CPO CPP CPQ CPR CPS CPT CPU CPV CPW CPX CPY CPZ CQ CQA CQB CQC CQD CQE CQF CQG CQH CQI CQJ CQK CQL CQM CQN CQO CQP CQQ CQR CQS CQT CQU CQV CQW CQX CQY CQZ CR CRA CRB CRC CRD CRE CRF CRG CRH CRI CRJ CRK CRL CRM CRN CRO CRP CRQ CRR CRS CRT CRU CRV CRW CRX CRY CRZ CS CSA CSB CSC CSD CSE CSF CSG CSH CSI CSJ CSK CSL CSM CSN CSO CSP CSQ CSR CSS CST CSU CSV CSW CSX CSY CSZ CT CTA CTB CTC CTD CTE CTF CTG CTH CTI CTJ CTK CTL CTM CTN CTO CTP CTQ CTR CTS CTT CTU CTV CTW CTX CTY CTZ CU CUA CUB CUC CUD CUE CUF CUG CUH CUI CUJ CUK CUL CUM CUN CUO CUP CUQ CUR CUS CUT CUU CUV CUW CUX CUY CUZ CV CVA CVB CVC CVD CVE CVF CVG CVH CVI CVJ CVK CVL CVM CVN CVO CVP CVQ CVR CVS CVT CVU CVV CVW CVX CVY CVZ CW CWA CWB CWC CWD CWE CWF CWG CWH CWI CWJ CWK CWL CWM CWN CWO CWP CWQ CWR CWS CWT CWU CWV CWW CWX CWY CWZ CX CXA CXB CXC CXD CXE CXF CXG CXH CXI CXJ CXK CXL CXM CXN CXO CXP CXQ CXR CXS CXT CXU CXV CXW CXX CXY CXZ CY CYA CYB CYC CYD CYE CYF CYG CYH CYI CYJ CYK CYL CYM CYN CYO CYP CYQ CYR CYS CYT CYU CYV CYW CYX CYY CYZ CZ CZA CZB CZC CZD CZE CZF CZG CZH CZI CZJ CZK CZL CZM CZN CZO CZP CZQ CZR CZS CZT CZU CZV CZW CZX CZY CZZ D DA DAA DAB DAC DAD DAE DAF DAG DAH DAI DAJ DAK DAL DAM DAN DAO DAP DAQ DAR DAS DAT DAU DAV DAW DAX DAY DAZ DB DBA DBB DBC DBD DBE DBF DBG DBH DBI DBJ DBK DBL DBM DBN DBO DBP DBQ DBR DBS DBT DBU DBV DBW DBX DBY DBZ DC DCA DCB DCC DCD DCE DCF DCG DCH DCI DCJ DCK DCL DCM DCN DCO DCP DCQ DCR DCS DCT DCU DCV DCW DCX DCY DCZ DD DDA DDB DDC DDD DDE DDF DDG DDH DDI DDJ DDK DDL DDM DDN DDO DDP DDQ DDR DDS DDT DDU DDV DDW DDX DDY DDZ DE DEA DEB DEC DED DEE DEF DEG DEH DEI DEJ DEK DEL DEM DEN DEO DEP DEQ DER DES DET DEU DEV DEW DEX DEY DEZ DF DFA DFB DFC DFD DFE DFF DFG DFH DFI DFJ DFK DFL DFM DFN DFO DFP DFQ DFR DFS DFT DFU DFV DFW DFX DFY DFZ DG DGA DGB DGC DGD DGE DGF DGG DGH DGI DGJ DGK DGL DGM DGN DGO DGP DGQ DGR DGS DGT DGU DGV DGW DGX DGY DGZ DH DHA DHB DHC DHD DHE DHF DHG DHH DHI DHJ DHK DHL DHM DHN DHO DHP DHQ DHR DHS DHT DHU DHV DHW DHX DHY DHZ DI DIA DIB DIC DID DIE DIF DIG DIH DII DIJ DIK DIL DIM DIN DIO DIP DIQ DIR DIS DIT DIU DIV DIW DIX DIY DIZ DJ DJA DJB DJC DJD DJE DJF DJG DJH DJI DJJ DJK DJL DJM DJN DJO DJP DJQ DJR DJS DJT DJU DJV DJW DJX DJY DJZ DK DKA DKB DKC DKD DKE DKF DKG DKH DKI DKJ DKK DKL DKM DKN DKO DKP DKQ DKR DKS DKT DKU DKV DKW DKX DKY DKZ DL DLA DLB DLC DLD DLE DLF DLG DLH DLI DLJ DLK DLL DLM DLN DLO DLP DLQ DLR DLS DLT DLU DLV DLW DLX DLY DLZ DM DMA DMB DMC DMD DME DMF DMG DMH DMI DMJ DMK DML DMM DMN DMO DMP DMQ DMR DMS DMT DMU DMV DMW DMX DMY DMZ DN DNA DNB DNC DND DNE DNF DNG DNH DNI DNJ DNK DNL DNM DNN DNO DNP DNQ DNR DNS DNT DNU DNV DNW DNX DNY DNZ DO DOA DOB DOC DOD DOE DOF DOG DOH DOI DOJ DOK DOL DOM DON DOO DOP DOQ DOR DOS DOT DOU DOV DOW DOX DOY DOZ DP DPA DPB DPC DPD DPE DPF DPG DPH DPI DPJ DPK DPL DPM DPN DPO DPP DPQ DPR DPS DPT DPU DPV DPW DPX DPY DPZ DQ DQA DQB DQC DQD DQE DQF DQG DQH DQI DQJ DQK DQL DQM DQN DQO DQP DQQ DQR DQS DQT DQU DQV DQW DQX DQY DQZ DR DRA DRB DRC DRD DRE DRF DRG DRH DRI DRJ DRK DRL DRM DRN DRO DRP DRQ DRR DRS DRT DRU DRV DRW DRX DRY DRZ DS DSA DSB DSC DSD DSE DSF DSG DSH DSI DSJ DSK DSL DSM DSN DSO DSP DSQ DSR DSS DST DSU DSV DSW DSX DSY DSZ DT DTA DTB DTC DTD DTE DTF DTG DTH DTI DTJ DTK DTL DTM DTN DTO DTP DTQ DTR DTS DTT DTU DTV DTW DTX DTY DTZ DU DUA DUB DUC DUD DUE DUF DUG DUH DUI DUJ DUK DUL DUM DUN DUO DUP DUQ DUR DUS DUT DUU DUV DUW DUX DUY DUZ DV DVA DVB DVC DVD DVE DVF DVG DVH DVI DVJ DVK DVL DVM DVN DVO DVP DVQ DVR DVS DVT DVU DVV DVW DVX DVY DVZ DW DWA DWB DWC DWD DWE DWF DWG DWH DWI DWJ DWK DWL DWM DWN DWO DWP DWQ DWR DWS DWT DWU DWV DWW DWX DWY DWZ DX DXA DXB DXC DXD DXE DXF DXG DXH DXI DXJ DXK DXL DXM DXN DXO DXP DXQ DXR DXS DXT DXU DXV DXW DXX DXY DXZ DY DYA DYB DYC DYD DYE DYF DYG DYH DYI DYJ DYK DYL DYM DYN DYO DYP DYQ DYR DYS DYT DYU DYV DYW DYX DYY DYZ DZ DZA DZB DZC DZD DZE DZF DZG DZH DZI DZJ DZK DZL DZM DZN DZO DZP DZQ DZR DZS DZT DZU DZV DZW DZX DZY DZZ E EA EAA EAB EAC EAD EAE EAF EAG EAH EAI EAJ EAK EAL EAM EAN EAO EAP EAQ EAR EAS EAT EAU EAV EAW EAX EAY EAZ EB EBA EBB EBC EBD EBE EBF EBG EBH EBI EBJ EBK EBL EBM EBN EBO EBP EBQ EBR EBS EBT EBU EBV EBW EBX EBY EBZ EC ECA ECB ECC ECD ECE ECF ECG ECH ECI ECJ ECK ECL ECM ECN ECO ECP ECQ ECR ECS ECT ECU ECV ECW ECX ECY ECZ ED EDA EDB EDC EDD EDE EDF EDG EDH EDI EDJ EDK EDL EDM EDN EDO EDP EDQ EDR EDS EDT EDU EDV EDW EDX EDY EDZ EE EEA EEB EEC EED EEE EEF EEG EEH EEI EEJ EEK EEL EEM EEN EEO EEP EEQ EER EES EET EEU EEV EEW EEX EEY EEZ EF EFA EFB EFC EFD EFE EFF EFG EFH EFI EFJ EFK EFL EFM EFN EFO EFP EFQ EFR EFS EFT EFU EFV EFW EFX EFY EFZ EG EGA EGB EGC EGD EGE EGF EGG EGH EGI EGJ EGK EGL EGM EGN EGO EGP EGQ EGR EGS EGT EGU EGV EGW EGX EGY EGZ EH EHA EHB EHC EHD EHE EHF EHG EHH EHI EHJ EHK EHL EHM EHN EHO EHP EHQ EHR EHS EHT EHU EHV EHW EHX EHY EHZ EI EIA EIB EIC EID EIE EIF EIG EIH EII EIJ EIK EIL EIM EIN EIO EIP EIQ EIR EIS EIT EIU EIV EIW EIX EIY EIZ EJ EJA EJB EJC EJD EJE EJF EJG EJH EJI EJJ EJK EJL EJM EJN EJO EJP EJQ EJR EJS EJT EJU EJV EJW EJX EJY EJZ EK EKA EKB EKC EKD EKE EKF EKG EKH EKI EKJ EKK EKL EKM EKN EKO EKP EKQ EKR EKS EKT EKU EKV EKW EKX EKY EKZ EL ELA ELB ELC ELD ELE ELF ELG ELH ELI ELJ ELK ELL ELM ELN ELO ELP ELQ ELR ELS ELT ELU ELV ELW ELX ELY ELZ EM EMA EMB EMC EMD EME EMF EMG EMH EMI EMJ EMK EML EMM EMN EMO EMP EMQ EMR EMS EMT EMU EMV EMW EMX EMY EMZ EN ENA ENB ENC END ENE ENF ENG ENH ENI ENJ ENK ENL ENM ENN ENO ENP ENQ ENR ENS ENT ENU ENV ENW ENX ENY ENZ EO EOA EOB EOC EOD EOE EOF EOG EOH EOI EOJ EOK EOL EOM EON EOO EOP EOQ EOR EOS EOT EOU EOV EOW EOX EOY EOZ EP EPA EPB EPC EPD EPE EPF EPG EPH EPI EPJ EPK EPL EPM EPN EPO EPP EPQ EPR EPS EPT EPU EPV EPW EPX EPY EPZ EQ EQA EQB EQC EQD EQE EQF EQG EQH EQI EQJ EQK EQL EQM EQN EQO EQP EQQ EQR EQS EQT EQU EQV EQW EQX EQY EQZ ER ERA ERB ERC ERD ERE ERF ERG ERH ERI ERJ ERK ERL ERM ERN ERO ERP ERQ ERR ERS ERT ERU ERV ERW ERX ERY ERZ ES ESA ESB ESC ESD ESE ESF ESG ESH ESI ESJ ESK ESL ESM ESN ESO ESP ESQ ESR ESS EST ESU ESV ESW ESX ESY ESZ ET ETA ETB ETC ETD ETE ETF ETG ETH ETI ETJ ETK ETL ETM ETN ETO ETP ETQ ETR ETS ETT ETU ETV ETW ETX ETY ETZ EU EUA EUB EUC EUD EUE EUF EUG EUH EUI EUJ EUK EUL EUM EUN EUO EUP EUQ EUR EUS EUT EUU EUV EUW EUX EUY EUZ EV EVA EVB EVC EVD EVE EVF EVG EVH EVI EVJ EVK EVL EVM EVN EVO EVP EVQ EVR EVS EVT EVU EVV EVW EVX EVY EVZ EW EWA EWB EWC EWD EWE EWF EWG EWH EWI EWJ EWK EWL EWM EWN EWO EWP EWQ EWR EWS EWT EWU EWV EWW EWX EWY EWZ EX EXA EXB EXC EXD EXE EXF EXG EXH EXI EXJ EXK EXL EXM EXN EXO EXP EXQ EXR EXS EXT EXU EXV EXW EXX EXY EXZ EY EYA EYB EYC EYD EYE EYF EYG EYH EYI EYJ EYK EYL EYM EYN EYO EYP EYQ EYR EYS EYT EYU EYV EYW EYX EYY EYZ EZ EZA EZB EZC EZD EZE EZF EZG EZH EZI EZJ EZK EZL EZM EZN EZO EZP EZQ EZR EZS EZT EZU EZV EZW EZX EZY EZZ F FA FAA FAB FAC FAD FAE FAF FAG FAH FAI FAJ FAK FAL FAM FAN FAO FAP FAQ FAR FAS FAT FAU FAV FAW FAX FAY FAZ FB FBA FBB FBC FBD FBE FBF FBG FBH FBI FBJ FBK FBL FBM FBN FBO FBP FBQ FBR FBS FBT FBU FBV FBW FBX FBY FBZ FC FCA FCB FCC FCD FCE FCF FCG FCH FCI FCJ FCK FCL FCM FCN FCO FCP FCQ FCR FCS FCT FCU FCV FCW FCX FCY FCZ FD FDA FDB FDC FDD FDE FDF FDG FDH FDI FDJ FDK FDL FDM FDN FDO FDP FDQ FDR FDS FDT FDU FDV FDW FDX FDY FDZ FE FEA FEB FEC FED FEE FEF FEG FEH FEI FEJ FEK FEL FEM FEN FEO FEP FEQ FER FES FET FEU FEV FEW FEX FEY FEZ FF FFA FFB FFC FFD FFE FFF FFG FFH FFI FFJ FFK FFL FFM FFN FFO FFP FFQ FFR FFS FFT FFU FFV FFW FFX FFY FFZ FG FGA FGB FGC FGD FGE FGF FGG FGH FGI FGJ FGK FGL FGM FGN FGO FGP FGQ FGR FGS FGT FGU FGV FGW FGX FGY FGZ FH FHA FHB FHC FHD FHE FHF FHG FHH FHI FHJ FHK FHL FHM FHN FHO FHP FHQ FHR FHS FHT FHU FHV FHW FHX FHY FHZ FI FIA FIB FIC FID FIE FIF FIG FIH FII FIJ FIK FIL FIM FIN FIO FIP FIQ FIR FIS FIT FIU FIV FIW FIX FIY FIZ FJ FJA FJB FJC FJD FJE FJF FJG FJH FJI FJJ FJK FJL FJM FJN FJO FJP FJQ FJR FJS FJT FJU FJV FJW FJX FJY FJZ FK FKA FKB FKC FKD FKE FKF FKG FKH FKI FKJ FKK FKL FKM FKN FKO FKP FKQ FKR FKS FKT FKU FKV FKW FKX FKY FKZ FL FLA FLB FLC FLD FLE FLF FLG FLH FLI FLJ FLK FLL FLM FLN FLO FLP FLQ FLR FLS FLT FLU FLV FLW FLX FLY FLZ FM FMA FMB FMC FMD FME FMF FMG FMH FMI FMJ FMK FML FMM FMN FMO FMP FMQ FMR FMS FMT FMU FMV FMW FMX FMY FMZ FN FNA FNB FNC FND FNE FNF FNG FNH FNI FNJ FNK FNL FNM FNN FNO FNP FNQ FNR FNS FNT FNU FNV FNW FNX FNY FNZ FO FOA FOB FOC FOD FOE FOF FOG FOH FOI FOJ FOK FOL FOM FON FOO FOP FOQ FOR FOS FOT FOU FOV FOW FOX FOY FOZ FP FPA FPB FPC FPD FPE FPF FPG FPH FPI FPJ FPK FPL FPM FPN FPO FPP FPQ FPR FPS FPT FPU FPV FPW FPX FPY FPZ FQ FQA FQB FQC FQD FQE FQF FQG FQH FQI FQJ FQK FQL FQM FQN FQO FQP FQQ FQR FQS FQT FQU FQV FQW FQX FQY FQZ FR FRA FRB FRC FRD FRE FRF FRG FRH FRI FRJ FRK FRL FRM FRN FRO FRP FRQ FRR FRS FRT FRU FRV FRW FRX FRY FRZ FS FSA FSB FSC FSD FSE FSF FSG FSH FSI FSJ FSK FSL FSM FSN FSO FSP FSQ FSR FSS FST FSU FSV FSW FSX FSY FSZ FT FTA FTB FTC FTD FTE FTF FTG FTH FTI FTJ FTK FTL FTM FTN FTO FTP FTQ FTR FTS FTT FTU FTV FTW FTX FTY FTZ FU FUA FUB FUC FUD FUE FUF FUG FUH FUI FUJ FUK FUL FUM FUN FUO FUP FUQ FUR FUS FUT FUU FUV FUW FUX FUY FUZ FV FVA FVB FVC FVD FVE FVF FVG FVH FVI FVJ FVK FVL FVM FVN FVO FVP FVQ FVR FVS FVT FVU FVV FVW FVX FVY FVZ FW FWA FWB FWC FWD FWE FWF FWG FWH FWI FWJ FWK FWL FWM FWN FWO FWP FWQ FWR FWS FWT FWU FWV FWW FWX FWY FWZ FX FXA FXB FXC FXD FXE FXF FXG FXH FXI FXJ FXK FXL FXM FXN FXO FXP FXQ FXR FXS FXT FXU FXV FXW FXX FXY FXZ FY FYA FYB FYC FYD FYE FYF FYG FYH FYI FYJ FYK FYL FYM FYN FYO FYP FYQ FYR FYS FYT FYU FYV FYW FYX FYY FYZ FZ FZA FZB FZC FZD FZE FZF FZG FZH FZI FZJ FZK FZL FZM FZN FZO FZP FZQ FZR FZS FZT FZU FZV FZW FZX FZY FZZ G GA GAA GAB GAC GAD GAE GAF GAG GAH GAI GAJ GAK GAL GAM GAN GAO GAP GAQ GAR GAS GAT GAU GAV GAW GAX GAY GAZ GB GBA GBB GBC GBD GBE GBF GBG GBH GBI GBJ GBK GBL GBM GBN GBO GBP GBQ GBR GBS GBT GBU GBV GBW GBX GBY GBZ GC GCA GCB GCC GCD GCE GCF GCG GCH GCI GCJ GCK GCL GCM GCN GCO GCP GCQ GCR GCS GCT GCU GCV GCW GCX GCY GCZ GD GDA GDB GDC GDD GDE GDF GDG GDH GDI GDJ GDK GDL GDM GDN GDO GDP GDQ GDR GDS GDT GDU GDV GDW GDX GDY GDZ GE GEA GEB GEC GED GEE GEF GEG GEH GEI GEJ GEK GEL GEM GEN GEO GEP GEQ GER GES GET GEU GEV GEW GEX GEY GEZ GF GFA GFB GFC GFD GFE GFF GFG GFH GFI GFJ GFK GFL GFM GFN GFO GFP GFQ GFR GFS GFT GFU GFV GFW GFX GFY GFZ GG GGA GGB GGC GGD GGE GGF GGG GGH GGI GGJ GGK GGL GGM GGN GGO GGP GGQ GGR GGS GGT GGU GGV GGW GGX GGY GGZ GH GHA GHB GHC GHD GHE GHF GHG GHH GHI GHJ GHK GHL GHM GHN GHO GHP GHQ GHR GHS GHT GHU GHV GHW GHX GHY GHZ GI GIA GIB GIC GID GIE GIF GIG GIH GII GIJ GIK GIL GIM GIN GIO GIP GIQ GIR GIS GIT GIU GIV GIW GIX GIY GIZ GJ GJA GJB GJC GJD GJE GJF GJG GJH GJI GJJ GJK GJL GJM GJN GJO GJP GJQ GJR GJS GJT GJU GJV GJW GJX GJY GJZ GK GKA GKB GKC GKD GKE GKF GKG GKH GKI GKJ GKK GKL GKM GKN GKO GKP GKQ GKR GKS GKT GKU GKV GKW GKX GKY GKZ GL GLA GLB GLC GLD GLE GLF GLG GLH GLI GLJ GLK GLL GLM GLN GLO GLP GLQ GLR GLS GLT GLU GLV GLW GLX GLY GLZ GM GMA GMB GMC GMD GME GMF GMG GMH GMI GMJ GMK GML GMM GMN GMO GMP GMQ GMR GMS GMT GMU GMV GMW GMX GMY GMZ GN GNA GNB GNC GND GNE GNF GNG GNH GNI GNJ GNK GNL GNM GNN GNO GNP GNQ GNR GNS GNT GNU GNV GNW GNX GNY GNZ GO GOA GOB 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KMU KMV KMW KMX KMY KMZ KN KNA KNB KNC KND KNE KNF KNG KNH KNI KNJ KNK KNL KNM KNN KNO KNP KNQ KNR KNS KNT KNU KNV KNW KNX KNY KNZ KO KOA KOB KOC KOD KOE KOF KOG KOH KOI KOJ KOK KOL KOM KON KOO KOP KOQ KOR KOS KOT KOU KOV KOW KOX KOY KOZ KP KPA KPB KPC KPD KPE KPF KPG KPH KPI KPJ KPK KPL KPM KPN KPO KPP KPQ KPR KPS KPT KPU KPV KPW KPX KPY KPZ KQ KQA KQB KQC KQD KQE KQF KQG KQH KQI KQJ KQK KQL KQM KQN KQO KQP KQQ KQR KQS KQT KQU KQV KQW KQX KQY KQZ KR KRA KRB KRC KRD KRE KRF KRG KRH KRI KRJ KRK KRL KRM KRN KRO KRP KRQ KRR KRS KRT KRU KRV KRW KRX KRY KRZ KS KSA KSB KSC KSD KSE KSF KSG KSH KSI KSJ KSK KSL KSM KSN KSO KSP KSQ KSR KSS KST KSU KSV KSW KSX KSY KSZ KT KTA KTB KTC KTD KTE KTF KTG KTH KTI KTJ KTK KTL KTM KTN KTO KTP KTQ KTR KTS KTT KTU KTV KTW KTX KTY KTZ KU KUA KUB KUC KUD KUE KUF KUG KUH KUI KUJ KUK KUL KUM KUN KUO KUP KUQ KUR KUS KUT KUU KUV KUW KUX KUY KUZ KV KVA KVB KVC KVD KVE KVF KVG KVH KVI KVJ KVK KVL KVM KVN KVO KVP KVQ KVR KVS KVT KVU KVV KVW KVX KVY KVZ KW KWA KWB KWC KWD KWE KWF KWG KWH KWI KWJ KWK KWL KWM KWN KWO KWP KWQ KWR KWS KWT KWU KWV KWW KWX KWY KWZ KX KXA KXB KXC KXD KXE KXF KXG KXH KXI KXJ KXK KXL KXM KXN KXO KXP KXQ KXR KXS KXT KXU KXV KXW KXX KXY KXZ KY KYA KYB KYC KYD KYE KYF KYG KYH KYI KYJ KYK KYL KYM KYN KYO KYP KYQ KYR KYS KYT KYU KYV KYW KYX KYY KYZ KZ KZA KZB KZC KZD KZE KZF KZG KZH KZI KZJ KZK KZL KZM KZN KZO KZP KZQ KZR KZS KZT KZU KZV KZW KZX KZY KZZ L LA LAA LAB LAC LAD LAE LAF LAG LAH LAI LAJ LAK LAL LAM LAN LAO LAP LAQ LAR LAS LAT LAU LAV LAW LAX LAY LAZ LB LBA LBB LBC LBD LBE LBF LBG LBH LBI LBJ LBK LBL LBM LBN LBO LBP LBQ LBR LBS LBT LBU LBV LBW LBX LBY LBZ LC LCA LCB LCC LCD LCE LCF LCG LCH LCI LCJ LCK LCL LCM LCN LCO LCP LCQ LCR LCS LCT LCU LCV LCW LCX LCY LCZ LD LDA LDB LDC LDD LDE LDF LDG LDH LDI LDJ LDK LDL LDM LDN LDO LDP LDQ LDR LDS LDT LDU LDV LDW LDX LDY LDZ LE LEA LEB LEC LED LEE LEF LEG LEH LEI LEJ LEK LEL LEM LEN LEO LEP LEQ LER LES LET LEU LEV LEW LEX LEY LEZ LF LFA LFB LFC LFD LFE LFF LFG LFH LFI LFJ LFK LFL LFM LFN LFO LFP LFQ LFR LFS LFT LFU LFV LFW LFX LFY LFZ LG LGA LGB LGC LGD LGE LGF LGG LGH LGI LGJ LGK LGL LGM LGN LGO LGP LGQ LGR LGS LGT LGU LGV LGW LGX LGY LGZ LH LHA LHB LHC LHD LHE LHF LHG LHH LHI LHJ LHK LHL LHM LHN LHO LHP LHQ LHR LHS LHT LHU LHV LHW LHX LHY LHZ LI LIA LIB LIC LID LIE LIF LIG LIH LII LIJ LIK LIL LIM LIN LIO LIP LIQ LIR LIS LIT LIU LIV LIW LIX LIY LIZ LJ LJA LJB LJC LJD LJE LJF LJG LJH LJI LJJ LJK LJL LJM LJN LJO LJP LJQ LJR LJS LJT LJU LJV LJW LJX LJY LJZ LK LKA LKB LKC LKD LKE LKF LKG LKH LKI LKJ LKK LKL LKM LKN LKO LKP LKQ LKR LKS LKT LKU LKV LKW LKX LKY LKZ LL LLA LLB LLC LLD LLE LLF LLG LLH LLI LLJ LLK LLL LLM LLN LLO LLP LLQ LLR LLS LLT LLU LLV LLW LLX LLY LLZ LM LMA LMB LMC LMD LME LMF LMG LMH LMI LMJ LMK LML LMM LMN LMO LMP LMQ LMR LMS LMT LMU LMV LMW LMX LMY LMZ LN LNA LNB LNC LND LNE LNF LNG LNH LNI LNJ LNK LNL LNM LNN LNO LNP LNQ LNR LNS LNT LNU LNV LNW LNX LNY LNZ LO LOA LOB LOC LOD LOE LOF LOG LOH LOI LOJ LOK LOL LOM LON LOO LOP LOQ LOR LOS LOT LOU LOV LOW LOX LOY LOZ LP LPA LPB LPC LPD LPE LPF LPG LPH LPI LPJ LPK LPL LPM LPN LPO LPP LPQ LPR LPS LPT LPU LPV LPW LPX LPY LPZ LQ LQA LQB LQC LQD LQE LQF LQG LQH LQI LQJ LQK LQL LQM LQN LQO LQP LQQ LQR LQS LQT LQU LQV LQW LQX LQY LQZ LR LRA LRB LRC LRD LRE LRF LRG LRH LRI LRJ LRK LRL LRM LRN LRO LRP LRQ LRR LRS LRT LRU LRV LRW LRX LRY LRZ LS LSA LSB LSC LSD LSE LSF LSG LSH LSI LSJ LSK LSL LSM LSN LSO LSP LSQ LSR LSS LST LSU LSV LSW LSX LSY LSZ LT LTA LTB LTC LTD LTE LTF LTG LTH LTI LTJ LTK LTL LTM LTN LTO LTP LTQ LTR LTS LTT LTU LTV LTW LTX LTY LTZ LU LUA LUB LUC LUD LUE LUF LUG LUH LUI LUJ LUK LUL LUM LUN LUO LUP LUQ LUR LUS LUT LUU LUV LUW LUX LUY LUZ LV LVA LVB LVC LVD LVE LVF LVG LVH LVI LVJ LVK LVL LVM LVN LVO LVP LVQ LVR LVS LVT LVU LVV LVW LVX LVY LVZ LW LWA LWB LWC LWD LWE LWF LWG LWH LWI LWJ LWK LWL LWM LWN LWO LWP LWQ LWR LWS LWT LWU LWV LWW LWX LWY LWZ LX LXA LXB LXC LXD LXE LXF LXG LXH LXI LXJ LXK LXL LXM LXN LXO LXP LXQ LXR LXS LXT LXU LXV LXW LXX LXY LXZ LY LYA LYB LYC LYD LYE LYF LYG LYH LYI LYJ LYK LYL LYM LYN LYO LYP LYQ LYR LYS LYT LYU LYV LYW LYX LYY LYZ LZ LZA LZB LZC LZD LZE LZF LZG LZH LZI LZJ LZK LZL LZM LZN LZO LZP LZQ LZR LZS LZT LZU LZV LZW LZX LZY LZZ M MA MAA MAB MAC MAD MAE MAF MAG MAH MAI MAJ MAK MAL MAM MAN MAO MAP MAQ MAR MAS MAT MAU MAV MAW MAX MAY MAZ MB MBA MBB MBC MBD MBE MBF MBG MBH MBI MBJ MBK MBL MBM MBN MBO MBP MBQ MBR MBS MBT MBU MBV MBW MBX MBY MBZ MC MCA MCB MCC MCD MCE MCF MCG MCH MCI MCJ MCK MCL MCM MCN MCO MCP MCQ MCR MCS MCT MCU MCV MCW MCX MCY MCZ MD MDA MDB MDC MDD MDE MDF MDG MDH MDI MDJ MDK MDL MDM MDN MDO MDP MDQ MDR MDS MDT MDU MDV MDW MDX MDY MDZ ME MEA MEB MEC MED MEE MEF MEG MEH MEI MEJ MEK MEL MEM MEN MEO MEP MEQ MER MES MET MEU MEV MEW MEX MEY MEZ MF MFA MFB MFC MFD MFE MFF MFG MFH MFI MFJ MFK MFL MFM MFN MFO MFP MFQ MFR MFS MFT MFU MFV MFW MFX MFY MFZ MG MGA MGB MGC MGD MGE MGF MGG MGH MGI MGJ MGK MGL MGM MGN MGO MGP MGQ MGR MGS MGT MGU MGV MGW MGX MGY MGZ MH MHA MHB MHC MHD MHE MHF MHG MHH MHI MHJ MHK MHL MHM MHN MHO MHP MHQ MHR MHS MHT MHU MHV MHW MHX MHY MHZ MI MIA MIB MIC MID MIE MIF MIG MIH MII MIJ MIK MIL MIM MIN MIO MIP MIQ MIR MIS MIT MIU MIV MIW MIX MIY MIZ MJ MJA MJB MJC MJD MJE MJF MJG MJH MJI MJJ MJK MJL MJM MJN MJO MJP MJQ MJR MJS MJT MJU MJV MJW MJX MJY MJZ MK MKA MKB MKC MKD MKE MKF MKG MKH MKI MKJ MKK MKL MKM MKN MKO MKP MKQ MKR MKS MKT MKU MKV MKW MKX MKY MKZ ML MLA MLB MLC MLD MLE MLF MLG MLH MLI MLJ MLK MLL MLM MLN MLO MLP MLQ MLR MLS MLT MLU MLV MLW MLX MLY MLZ MM MMA MMB MMC MMD MME MMF MMG MMH MMI MMJ MMK MML MMM MMN MMO MMP MMQ MMR MMS MMT MMU MMV MMW MMX MMY MMZ MN MNA MNB MNC MND MNE MNF MNG MNH MNI MNJ MNK MNL MNM MNN MNO MNP MNQ MNR MNS MNT MNU MNV MNW MNX MNY MNZ MO MOA MOB MOC MOD MOE MOF MOG MOH MOI MOJ MOK MOL MOM MON MOO MOP MOQ MOR MOS MOT MOU MOV MOW MOX MOY MOZ MP MPA MPB MPC MPD MPE MPF MPG MPH MPI MPJ MPK MPL MPM MPN MPO MPP MPQ MPR MPS MPT MPU MPV MPW MPX MPY MPZ MQ MQA MQB MQC MQD MQE MQF MQG MQH MQI MQJ MQK MQL MQM MQN MQO MQP MQQ MQR MQS MQT MQU MQV MQW MQX MQY MQZ MR MRA MRB MRC MRD MRE MRF MRG MRH MRI MRJ MRK MRL MRM MRN MRO MRP MRQ MRR MRS MRT MRU MRV MRW MRX MRY MRZ MS MSA MSB MSC MSD MSE MSF MSG MSH MSI MSJ MSK MSL MSM MSN MSO MSP MSQ MSR MSS MST MSU MSV MSW MSX MSY MSZ MT MTA MTB MTC MTD MTE MTF MTG MTH MTI MTJ MTK MTL MTM MTN MTO MTP MTQ MTR MTS MTT MTU MTV MTW MTX MTY MTZ MU MUA MUB MUC MUD MUE MUF MUG MUH MUI MUJ MUK MUL MUM MUN MUO MUP MUQ MUR MUS MUT MUU MUV MUW MUX MUY MUZ MV MVA MVB MVC MVD MVE MVF MVG MVH MVI MVJ MVK MVL MVM MVN MVO MVP MVQ MVR MVS MVT MVU MVV MVW MVX MVY MVZ MW MWA MWB MWC MWD MWE MWF MWG MWH MWI MWJ MWK MWL MWM MWN MWO MWP MWQ MWR MWS MWT MWU MWV MWW MWX MWY MWZ MX MXA MXB MXC MXD MXE MXF MXG MXH MXI MXJ MXK MXL MXM MXN MXO MXP MXQ MXR MXS MXT MXU MXV MXW MXX MXY MXZ MY MYA MYB MYC MYD MYE MYF MYG MYH MYI MYJ MYK MYL MYM MYN MYO MYP MYQ MYR MYS MYT MYU MYV MYW MYX MYY MYZ MZ MZA MZB MZC MZD MZE MZF MZG MZH MZI MZJ MZK MZL MZM MZN MZO MZP MZQ MZR MZS MZT MZU MZV MZW MZX MZY MZZ N NAA NAB NAC NAD NAE NAF NAG NAH NAI NAJ NAK NAL NAM NAN NAO NAP NAQ NAR NAS NAT NAU NAV NAW NAX NAY NAZ NB NBA NBB NBC NBD NBE NBF NBG NBH NBI NBJ NBK NBL NBM NBN NBO NBP NBQ NBR NBS NBT NBU NBV NBW NBX NBY NBZ NC NCA NCB NCC NCD NCE NCF NCG NCH NCI NCJ NCK NCL NCM NCN NCO NCP NCQ NCR NCS NCT NCU NCV NCW NCX NCY NCZ ND NDA NDB NDC NDD NDE NDF NDG NDH NDI NDJ NDK NDL NDM NDN NDO NDP NDQ NDR NDS NDT NDU NDV NDW NDX NDY NDZ NE NEA NEB NEC NED NEE NEF NEG NEH NEI NEJ NEK NEL NEM NEN NEO NEP NEQ NER NES NET NEU NEV NEW NEX NEY NEZ NF NFA NFB NFC NFD NFE NFF NFG NFH NFI NFJ NFK NFL NFM NFN NFO NFP NFQ NFR NFS NFT NFU NFV NFW NFX NFY NFZ NG NGA NGB NGC NGD NGE NGF NGG NGH NGI NGJ NGK NGL NGM NGN NGO NGP NGQ NGR NGS NGT NGU NGV NGW NGX NGY NGZ NH NHA NHB NHC NHD NHE NHF NHG NHH NHI NHJ NHK NHL NHM NHN NHO NHP NHQ NHR NHS NHT NHU NHV NHW NHX NHY NHZ NI NIA NIB NIC NID NIE NIF NIG NIH NII NIJ NIK NIL NIM NIN NIO NIP NIQ NIR NIS NIT NIU NIV NIW NIX NIY NIZ NJ NJA NJB NJC NJD NJE NJF NJG NJH NJI NJJ NJK NJL NJM NJN NJO NJP NJQ NJR NJS NJT NJU NJV NJW NJX NJY NJZ NK NKA NKB NKC NKD NKE NKF NKG NKH NKI NKJ NKK NKL NKM NKN NKO NKP NKQ NKR NKS NKT NKU NKV NKW NKX NKY NKZ NL NLA NLB NLC NLD NLE NLF NLG NLH NLI NLJ NLK NLL NLM NLN NLO NLP NLQ NLR NLS NLT NLU NLV NLW NLX NLY NLZ NM NMA NMB NMC NMD NME NMF NMG NMH NMI NMJ NMK NML NMM NMN NMO NMP NMQ NMR NMS NMT NMU NMV NMW NMX NMY NMZ NN NNA NNB NNC NND NNE NNF NNG NNH NNI NNJ NNK NNL NNM NNN NNO NNP NNQ NNR NNS NNT NNU NNV NNW NNX NNY NNZ NO NOA NOB NOC NOD NOE NOF NOG NOH NOI NOJ NOK NOL NOM NON NOO NOP NOQ NOR NOS NOT NOU NOV NOW NOX NOY NOZ NP NPA NPB NPC NPD NPE NPF NPG NPH NPI NPJ NPK NPL NPM NPN NPO NPP NPQ NPR NPS NPT NPU NPV NPW NPX NPY NPZ NQ NQA NQB NQC NQD NQE NQF NQG NQH NQI NQJ NQK NQL NQM NQN NQO NQP NQQ NQR NQS NQT NQU NQV NQW NQX NQY NQZ NR NRA NRB NRC NRD NRE NRF NRG NRH NRI NRJ NRK NRL NRM NRN NRO NRP NRQ NRR NRS NRT NRU NRV NRW NRX NRY NRZ NS NSA NSB NSC NSD NSE NSF NSG NSH NSI NSJ NSK NSL NSM NSN NSO NSP NSQ NSR NSS NST NSU NSV NSW NSX NSY NSZ NT NTA NTB NTC NTD NTE NTF NTG NTH NTI NTJ NTK NTL NTM NTN NTO NTP NTQ NTR NTS NTT NTU NTV NTW NTX NTY NTZ NU NUA NUB NUC NUD NUE NUF NUG NUH NUI NUJ NUK NUL NUM NUN NUO NUP NUQ NUR NUS NUT NUU NUV NUW NUX NUY NUZ NV NVA NVB NVC NVD NVE NVF NVG NVH NVI NVJ NVK NVL NVM NVN NVO NVP NVQ NVR NVS NVT NVU NVV NVW NVX NVY NVZ NW NWA NWB NWC NWD NWE NWF NWG NWH NWI NWJ NWK NWL NWM NWN NWO NWP NWQ NWR NWS NWT NWU NWV NWW NWX NWY NWZ NX NXA NXB NXC NXD NXE NXF NXG NXH NXI NXJ NXK NXL NXM NXN NXO NXP NXQ NXR NXS NXT NXU NXV NXW NXX NXY NXZ NY NYA NYB NYC NYD NYE NYF NYG NYH NYI NYJ NYK NYL NYM NYN NYO NYP NYQ NYR NYS NYT NYU NYV NYW NYX NYY NYZ NZ NZA NZB NZC NZD NZE NZF NZG NZH NZI NZJ NZK NZL NZM NZN NZO NZP NZQ NZR NZS NZT NZU NZV NZW NZX NZY NZZ O OA OAA OAB OAC OAD OAE OAF OAG OAH OAI OAJ OAK OAL OAM OAN OAO OAP OAQ OAR OAS OAT OAU OAV OAW OAX OAY OAZ OB OBA OBB OBC OBD OBE OBF OBG OBH OBI OBJ OBK OBL OBM OBN OBO OBP OBQ OBR OBS OBT OBU OBV OBW OBX OBY OBZ OC OCA OCB OCC OCD OCE OCF OCG OCH OCI OCJ OCK OCL OCM OCN OCO OCP OCQ OCR OCS OCT OCU OCV OCW OCX OCY OCZ OD ODA ODB ODC ODD ODE ODF ODG ODH ODI ODJ ODK ODL ODM ODN ODO ODP ODQ ODR ODS ODT ODU ODV ODW ODX ODY ODZ OE OEA OEB OEC OED OEE OEF OEG OEH OEI OEJ OEK OEL OEM OEN OEO OEP OEQ OER OES OET OEU OEV OEW OEX OEY OEZ OF OFA OFB OFC OFD OFE OFF OFG OFH OFI OFJ OFK OFL OFM OFN OFO OFP OFQ OFR OFS OFT OFU OFV OFW OFX OFY OFZ OG OGA OGB OGC OGD OGE OGF OGG OGH OGI OGJ OGK OGL OGM OGN OGO OGP OGQ OGR OGS OGT OGU OGV OGW OGX OGY OGZ OH OHA OHB OHC OHD OHE OHF OHG OHH OHI OHJ OHK OHL OHM OHN OHO OHP OHQ OHR OHS OHT OHU OHV OHW OHX OHY OHZ OI OIA OIB OIC OID OIE OIF OIG OIH OII OIJ OIK OIL OIM OIN OIO OIP OIQ OIR OIS OIT OIU OIV OIW OIX OIY OIZ OJ OJA OJB OJC OJD OJE OJF OJG OJH OJI OJJ OJK OJL OJM OJN OJO OJP OJQ OJR OJS OJT OJU OJV OJW OJX OJY OJZ OK OKA OKB OKC OKD OKE OKF OKG OKH OKI OKJ OKK OKL OKM OKN OKO OKP OKQ OKR OKS OKT OKU OKV OKW OKX OKY OKZ OL OLA OLB OLC OLD OLE OLF OLG OLH OLI OLJ OLK OLL OLM OLN OLO OLP OLQ OLR OLS OLT OLU OLV OLW OLX OLY OLZ OM OMA OMB OMC OMD OME OMF OMG OMH OMI OMJ OMK OML OMM OMN OMO OMP OMQ OMR OMS OMT OMU OMV OMW OMX OMY OMZ ON ONA ONB ONC OND ONE ONF ONG ONH ONI ONJ ONK ONL ONM ONN ONO ONP ONQ ONR ONS ONT ONU ONV ONW ONX ONY ONZ OO OOA OOB OOC OOD OOE OOF OOG OOH OOI OOJ OOK OOL OOM OON OOO OOP OOQ OOR OOS OOT OOU OOV OOW OOX OOY OOZ OP OPA OPB OPC OPD OPE OPF OPG OPH OPI OPJ OPK OPL OPM OPN OPO OPP OPQ OPR OPS OPT OPU OPV OPW OPX OPY OPZ OQ OQA OQB OQC OQD OQE OQF OQG OQH OQI OQJ OQK OQL OQM OQN OQO OQP OQQ OQR OQS OQT OQU OQV OQW OQX OQY OQZ OR ORA ORB ORC ORD ORE ORF ORG ORH ORI ORJ ORK ORL ORM ORN ORO ORP ORQ ORR ORS ORT ORU ORV ORW ORX ORY ORZ OS OSA OSB OSC OSD OSE OSF OSG OSH OSI OSJ OSK OSL OSM OSN OSO OSP OSQ OSR OSS OST OSU OSV OSW OSX OSY OSZ OT OTA OTB OTC OTD OTE OTF OTG OTH OTI OTJ OTK OTL OTM OTN OTO OTP OTQ OTR OTS OTT OTU OTV OTW OTX OTY OTZ OU OUA OUB OUC OUD OUE OUF OUG OUH OUI OUJ OUK OUL OUM OUN OUO OUP OUQ OUR OUS OUT OUU OUV OUW OUX OUY OUZ OV OVA OVB OVC OVD OVE OVF OVG OVH OVI OVJ OVK OVL OVM OVN OVO OVP OVQ OVR OVS OVT OVU OVV OVW OVX OVY OVZ OW OWA OWB OWC OWD OWE OWF OWG OWH OWI OWJ OWK OWL OWM OWN OWO OWP OWQ OWR OWS OWT OWU OWV OWW OWX OWY OWZ OX OXA OXB OXC OXD OXE OXF OXG OXH OXI OXJ OXK OXL OXM OXN OXO OXP OXQ OXR OXS OXT OXU OXV OXW OXX OXY OXZ OY OYA OYB OYC OYD OYE OYF OYG OYH OYI OYJ OYK OYL OYM OYN OYO OYP OYQ OYR OYS OYT OYU OYV OYW OYX OYY OYZ OZ OZA OZB OZC OZD OZE OZF OZG OZH OZI OZJ OZK OZL OZM OZN OZO OZP OZQ OZR OZS OZT OZU OZV OZW OZX OZY OZZ P PA PAA PAB PAC PAD PAE PAF PAG PAH PAI PAJ PAK PAL PAM PAN PAO PAP PAQ PAR PAS PAT PAU PAV PAW PAX PAY PAZ PB PBA PBB PBC PBD PBE PBF PBG PBH PBI PBJ PBK PBL PBM PBN PBO PBP PBQ PBR PBS PBT PBU PBV PBW PBX PBY PBZ PC PCA PCB PCC PCD PCE PCF PCG PCH PCI PCJ PCK PCL PCM PCN PCO PCP PCQ PCR PCS PCT PCU PCV PCW PCX PCY PCZ PD PDA PDB PDC PDD PDE PDF PDG PDH PDI PDJ PDK PDL PDM PDN PDO PDP PDQ PDR PDS PDT PDU PDV PDW PDX PDY PDZ PE PEA PEB PEC PED PEE PEF PEG PEH PEI PEJ PEK PEL PEM PEN PEO PEP PEQ PER PES PET PEU PEV PEW PEX PEY PEZ PF PFA PFB PFC PFD PFE PFF PFG PFH PFI PFJ PFK PFL PFM PFN PFO PFP PFQ PFR PFS PFT PFU PFV PFW PFX PFY PFZ PG PGA PGB PGC PGD PGE PGF PGG PGH PGI PGJ PGK PGL PGM PGN PGO PGP PGQ PGR PGS PGT PGU PGV PGW PGX PGY PGZ PH PHA PHB PHC PHD PHE PHF PHG PHH PHI PHJ PHK PHL PHM PHN PHO PHP PHQ PHR PHS PHT PHU PHV PHW PHX PHY PHZ PI PIA PIB PIC PID PIE PIF PIG PIH PII PIJ PIK PIL PIM PIN PIO PIP PIQ PIR PIS PIT PIU PIV PIW PIX PIY PIZ PJ PJA PJB PJC PJD PJE PJF PJG PJH PJI PJJ PJK PJL PJM PJN PJO PJP PJQ PJR PJS PJT PJU PJV PJW PJX PJY PJZ PK PKA PKB PKC PKD PKE PKF PKG PKH PKI PKJ PKK PKL PKM PKN PKO PKP PKQ PKR PKS PKT PKU PKV PKW PKX PKY PKZ PL PLA PLB PLC PLD PLE PLF PLG PLH PLI PLJ PLK PLL PLM PLN PLO PLP PLQ PLR PLS PLT PLU PLV PLW PLX PLY PLZ PM PMA PMB PMC PMD PME PMF PMG PMH PMI PMJ PMK PML PMM PMN PMO PMP PMQ PMR PMS PMT PMU PMV PMW PMX PMY PMZ PN PNA PNB PNC PND PNE PNF PNG PNH PNI PNJ PNK PNL PNM PNN PNO PNP PNQ PNR PNS PNT PNU PNV PNW PNX PNY PNZ PO POA POB POC POD POE POF POG POH POI POJ POK POL POM PON POO POP POQ POR POS POT POU POV POW POX POY POZ PP PPA PPB PPC PPD PPE PPF PPG PPH PPI PPJ PPK PPL PPM PPN PPO PPP PPQ PPR PPS PPT PPU PPV PPW PPX PPY PPZ PQ PQA PQB PQC PQD PQE PQF PQG PQH PQI PQJ PQK PQL PQM PQN PQO PQP PQQ PQR PQS PQT PQU PQV PQW PQX PQY PQZ PR PRA PRB PRC PRD PRE PRF PRG PRH PRI PRJ PRK PRL PRM PRN PRO PRP PRQ PRR PRS PRT PRU PRV PRW PRX PRY PRZ PS PSA PSB PSC PSD PSE PSF PSG PSH PSI PSJ PSK PSL PSM PSN PSO PSP PSQ PSR PSS PST PSU PSV PSW PSX PSY PSZ PT PTA PTB PTC PTD PTE PTF PTG PTH PTI PTJ PTK PTL PTM PTN PTO PTP PTQ PTR PTS PTT PTU PTV PTW PTX PTY PTZ PU PUA PUB PUC PUD PUE PUF PUG PUH PUI PUJ PUK PUL PUM PUN PUO PUP PUQ PUR PUS PUT PUU PUV PUW PUX PUY PUZ PV PVA PVB PVC PVD PVE PVF PVG PVH PVI PVJ PVK PVL PVM PVN PVO PVP PVQ PVR PVS PVT PVU PVV PVW PVX PVY PVZ PW PWA PWB PWC PWD PWE PWF PWG PWH PWI PWJ PWK PWL PWM PWN PWO PWP PWQ PWR PWS PWT PWU PWV PWW PWX PWY PWZ PX PXA PXB PXC PXD PXE PXF PXG PXH PXI PXJ PXK PXL PXM PXN PXO PXP PXQ PXR PXS PXT PXU PXV PXW PXX PXY PXZ PY PYA PYB PYC PYD PYE PYF PYG PYH PYI PYJ PYK PYL PYM PYN PYO PYP PYQ PYR PYS PYT PYU PYV PYW PYX PYY PYZ PZ PZA PZB PZC PZD PZE PZF PZG PZH PZI PZJ PZK PZL PZM PZN PZO PZP PZQ PZR PZS PZT PZU PZV PZW PZX PZY PZZ Q QA QAA QAB QAC QAD QAE QAF QAG QAH QAI QAJ QAK QAL QAM QAN QAO QAP QAQ QAR QAS QAT QAU QAV QAW QAX QAY QAZ QB QBA QBB QBC QBD QBE QBF QBG QBH QBI QBJ QBK QBL QBM QBN QBO QBP QBQ QBR QBS QBT QBU QBV QBW QBX QBY QBZ QC QCA QCB QCC QCD QCE QCF QCG QCH QCI QCJ QCK QCL QCM QCN QCO QCP QCQ QCR QCS QCT QCU QCV QCW QCX QCY QCZ QD QDA QDB QDC QDD QDE QDF QDG QDH QDI QDJ QDK QDL QDM QDN QDO QDP QDQ QDR QDS QDT QDU QDV QDW QDX QDY QDZ QE QEA QEB QEC QED QEE QEF QEG QEH QEI QEJ QEK QEL QEM QEN QEO QEP QEQ QER QES QET QEU QEV QEW QEX QEY QEZ QF QFA QFB QFC QFD QFE QFF QFG QFH QFI QFJ QFK QFL QFM QFN QFO QFP QFQ QFR QFS QFT QFU QFV QFW QFX QFY QFZ QG QGA QGB QGC 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QPM QPN QPO QPP QPQ QPR QPS QPT QPU QPV QPW QPX QPY QPZ QQ QQA QQB QQC QQD QQE QQF QQG QQH QQI QQJ QQK QQL QQM QQN QQO QQP QQQ QQR QQS QQT QQU QQV QQW QQX QQY QQZ QR QRA QRB QRC QRD QRE QRF QRG QRH QRI QRJ QRK QRL QRM QRN QRO QRP QRQ QRR QRS QRT QRU QRV QRW QRX QRY QRZ QS QSA QSB QSC QSD QSE QSF QSG QSH QSI QSJ QSK QSL QSM QSN QSO QSP QSQ QSR QSS QST QSU QSV QSW QSX QSY QSZ QT QTA QTB QTC QTD QTE QTF QTG QTH QTI QTJ QTK QTL QTM QTN QTO QTP QTQ QTR QTS QTT QTU QTV QTW QTX QTY QTZ QU QUA QUB QUC QUD QUE QUF QUG QUH QUI QUJ QUK QUL QUM QUN QUO QUP QUQ QUR QUS QUT QUU QUV QUW QUX QUY QUZ QV QVA QVB QVC QVD QVE QVF QVG QVH QVI QVJ QVK QVL QVM QVN QVO QVP QVQ QVR QVS QVT QVU QVV QVW QVX QVY QVZ QW QWA QWB QWC QWD QWE QWF QWG QWH QWI QWJ QWK QWL QWM QWN QWO QWP QWQ QWR QWS QWT QWU QWV QWW QWX QWY QWZ QX QXA QXB QXC QXD QXE QXF QXG QXH QXI QXJ QXK QXL QXM QXN QXO QXP QXQ QXR QXS QXT QXU QXV QXW QXX QXY QXZ QY QYA QYB QYC QYD QYE QYF QYG QYH QYI QYJ QYK QYL QYM QYN QYO QYP QYQ QYR QYS QYT QYU QYV QYW QYX QYY QYZ QZ QZA QZB QZC QZD QZE QZF QZG QZH QZI QZJ QZK QZL QZM QZN QZO QZP QZQ QZR QZS QZT QZU QZV QZW QZX QZY QZZ R RA RAA RAB RAC RAD RAE RAF RAG RAH RAI RAJ RAK RAL RAM RAN RAO RAP RAQ RAR RAS RAT RAU RAV RAW RAX RAY RAZ RB RBA RBB RBC RBD RBE RBF RBG RBH RBI RBJ RBK RBL RBM RBN RBO RBP RBQ RBR RBS RBT RBU RBV RBW RBX RBY RBZ RC RCA RCB RCC RCD RCE RCF RCG RCH RCI RCJ RCK RCL RCM RCN RCO RCP RCQ RCR RCS RCT RCU RCV RCW RCX RCY RCZ RD RDA RDB RDC RDD RDE RDF RDG RDH RDI RDJ RDK RDL RDM RDN RDO RDP RDQ RDR RDS RDT RDU RDV RDW RDX RDY RDZ RE REA REB REC RED REE REF REG REH REI REJ REK REL REM REN REO REP REQ RER RES RET REU REV REW REX REY REZ RF RFA RFB RFC RFD RFE RFF RFG RFH RFI RFJ RFK RFL RFM RFN RFO RFP RFQ RFR RFS RFT RFU RFV RFW RFX RFY RFZ RG RGA RGB RGC RGD RGE RGF RGG RGH RGI RGJ RGK RGL RGM RGN RGO RGP RGQ RGR RGS RGT RGU RGV RGW RGX RGY RGZ RH RHA RHB RHC RHD RHE RHF RHG RHH RHI RHJ RHK RHL RHM RHN RHO RHP RHQ RHR RHS RHT RHU RHV RHW RHX RHY RHZ RI RIA RIB RIC 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RRM RRN RRO RRP RRQ RRR RRS RRT RRU RRV RRW RRX RRY RRZ RS RSA RSB RSC RSD RSE RSF RSG RSH RSI RSJ RSK RSL RSM RSN RSO RSP RSQ RSR RSS RST RSU RSV RSW RSX RSY RSZ RT RTA RTB RTC RTD RTE RTF RTG RTH RTI RTJ RTK RTL RTM RTN RTO RTP RTQ RTR RTS RTT RTU RTV RTW RTX RTY RTZ RU RUA RUB RUC RUD RUE RUF RUG RUH RUI RUJ RUK RUL RUM RUN RUO RUP RUQ RUR RUS RUT RUU RUV RUW RUX RUY RUZ RV RVA RVB RVC RVD RVE RVF RVG RVH RVI RVJ RVK RVL RVM RVN RVO RVP RVQ RVR RVS RVT RVU RVV RVW RVX RVY RVZ RW RWA RWB RWC RWD RWE RWF RWG RWH RWI RWJ RWK RWL RWM RWN RWO RWP RWQ RWR RWS RWT RWU RWV RWW RWX RWY RWZ RX RXA RXB RXC RXD RXE RXF RXG RXH RXI RXJ RXK RXL RXM RXN RXO RXP RXQ RXR RXS RXT RXU RXV RXW RXX RXY RXZ RY RYA RYB RYC RYD RYE RYF RYG RYH RYI RYJ RYK RYL RYM RYN RYO RYP RYQ RYR RYS RYT RYU RYV RYW RYX RYY RYZ RZ RZA RZB RZC RZD RZE RZF RZG RZH RZI RZJ RZK RZL RZM RZN RZO RZP RZQ RZR RZS RZT RZU RZV RZW RZX RZY RZZ S SA SAA SAB SAC SAD SAE SAF SAG SAH SAI SAJ SAK SAL SAM SAN SAO SAP SAQ SAR SAS SAT SAU SAV SAW SAX SAY SAZ SB SBA SBB SBC SBD SBE SBF SBG SBH SBI SBJ SBK SBL SBM SBN SBO SBP SBQ SBR SBS SBT SBU SBV SBW SBX SBY SBZ SC SCA SCB SCC SCD SCE SCF SCG SCH SCI SCJ SCK SCL SCM SCN SCO SCP SCQ SCR SCS SCT SCU SCV SCW SCX SCY SCZ SD SDA SDB SDC SDD SDE SDF SDG SDH SDI SDJ SDK SDL SDM SDN SDO SDP SDQ SDR SDS SDT SDU SDV SDW SDX SDY SDZ SE SEA SEB SEC SED SEE SEF SEG SEH SEI SEJ SEK SEL SEM SEN SEO SEP SEQ SER SES SET SEU SEV SEW SEX SEY SEZ SF SFA SFB SFC SFD SFE SFF SFG SFH SFI SFJ SFK SFL SFM SFN SFO SFP SFQ SFR SFS SFT SFU SFV SFW SFX SFY SFZ SG SGA SGB SGC SGD SGE SGF SGG SGH SGI SGJ SGK SGL SGM SGN SGO SGP SGQ SGR SGS SGT SGU SGV SGW SGX SGY SGZ SH SHA SHB SHC SHD SHE SHF SHG SHH SHI SHJ SHK SHL SHM SHN SHO SHP SHQ SHR SHS SHT SHU SHV SHW SHX SHY SHZ SI SIA SIB SIC SID SIE SIF SIG SIH SII SIJ SIK SIL SIM SIN SIO SIP SIQ SIR SIS SIT SIU SIV SIW SIX SIY SIZ SJ SJA SJB SJC SJD SJE SJF SJG SJH SJI SJJ SJK SJL SJM SJN SJO SJP SJQ SJR SJS SJT SJU SJV SJW SJX SJY SJZ SK SKA SKB SKC SKD SKE SKF SKG SKH SKI SKJ SKK SKL SKM SKN SKO SKP SKQ SKR SKS SKT SKU SKV SKW SKX SKY SKZ SL SLA SLB SLC SLD SLE SLF SLG SLH SLI SLJ SLK SLL SLM SLN SLO SLP SLQ SLR SLS SLT SLU SLV SLW SLX SLY SLZ SM SMA SMB SMC SMD SME SMF SMG SMH SMI SMJ SMK SML SMM SMN SMO SMP SMQ SMR SMS SMT SMU SMV SMW SMX SMY SMZ SN SNA SNB SNC SND SNE SNF SNG SNH SNI SNJ SNK SNL SNM SNN SNO SNP SNQ SNR SNS SNT SNU SNV SNW SNX SNY SNZ SO SOA SOB SOC SOD SOE SOF SOG SOH SOI SOJ SOK SOL SOM SON SOO SOP SOQ SOR SOS SOT SOU SOV SOW SOX SOY SOZ SP SPA SPB SPC SPD SPE SPF SPG SPH SPI SPJ SPK SPL SPM SPN SPO SPP SPQ SPR SPS SPT SPU SPV SPW SPX SPY SPZ SQ SQA SQB SQC SQD SQE SQF SQG SQH SQI SQJ SQK SQL SQM SQN SQO SQP SQQ SQR SQS SQT SQU SQV SQW SQX SQY SQZ SR SRA SRB SRC SRD SRE SRF SRG SRH SRI SRJ SRK SRL SRM SRN SRO SRP SRQ SRR SRS SRT SRU SRV SRW SRX SRY SRZ SS SSA SSB SSC SSD SSE SSF SSG SSH SSI SSJ SSK SSL SSM SSN SSO SSP SSQ SSR SSS SST SSU SSV SSW SSX SSY SSZ ST STA STB STC STD STE STF STG STH STI STJ STK STL STM STN STO STP STQ STR STS STT STU STV STW STX STY STZ SU SUA SUB SUC SUD SUE SUF SUG SUH SUI SUJ SUK SUL SUM SUN SUO SUP SUQ SUR SUS SUT SUU SUV SUW SUX SUY SUZ SV SVA SVB SVC SVD SVE SVF SVG SVH SVI SVJ SVK SVL SVM SVN SVO SVP SVQ SVR SVS SVT SVU SVV SVW SVX SVY SVZ SW SWA SWB SWC SWD SWE SWF SWG SWH SWI SWJ SWK SWL SWM SWN SWO SWP SWQ SWR SWS SWT SWU SWV SWW SWX SWY SWZ SX SXA SXB SXC SXD SXE SXF SXG SXH SXI SXJ SXK SXL SXM SXN SXO SXP SXQ SXR SXS SXT SXU SXV SXW SXX SXY SXZ SY SYA SYB SYC SYD SYE SYF SYG SYH SYI SYJ SYK SYL SYM SYN SYO SYP SYQ SYR SYS SYT SYU SYV SYW SYX SYY SYZ SZ SZA SZB SZC SZD SZE SZF SZG SZH SZI SZJ SZK SZL SZM SZN SZO SZP SZQ SZR SZS SZT SZU SZV SZW SZX SZY SZZ T TA TAA TAB TAC TAD TAE TAF TAG TAH TAI TAJ TAK TAL TAM TAN TAO TAP TAQ TAR TAS TAT TAU TAV TAW TAX TAY TAZ TB TBA TBB TBC TBD TBE TBF TBG TBH TBI TBJ TBK TBL TBM TBN TBO TBP TBQ TBR TBS TBT TBU TBV TBW TBX TBY TBZ TC TCA TCB TCC TCD TCE TCF TCG TCH TCI TCJ TCK TCL TCM TCN TCO TCP TCQ TCR TCS TCT TCU TCV TCW TCX TCY TCZ TD TDA TDB TDC TDD TDE TDF TDG TDH TDI TDJ TDK TDL TDM TDN TDO TDP TDQ TDR TDS TDT TDU TDV TDW TDX TDY TDZ TE TEA TEB TEC TED TEE TEF TEG TEH TEI TEJ TEK TEL TEM TEN TEO TEP TEQ TER TES TET TEU TEV TEW TEX TEY TEZ TF TFA TFB TFC TFD TFE TFF TFG TFH TFI TFJ TFK TFL TFM TFN TFO TFP TFQ TFR TFS TFT TFU TFV TFW TFX TFY TFZ TG TGA TGB TGC TGD TGE TGF TGG TGH TGI TGJ TGK TGL TGM TGN TGO TGP TGQ TGR TGS TGT TGU TGV TGW TGX TGY TGZ TH THA THB THC THD THE THF THG THH THI THJ THK THL THM THN THO THP THQ THR THS THT THU THV THW THX THY THZ TI TIA TIB TIC TID TIE TIF TIG TIH TII TIJ TIK TIL TIM TIN TIO TIP TIQ TIR TIS TIT TIU TIV TIW TIX TIY TIZ TJ TJA TJB TJC TJD TJE TJF TJG TJH TJI TJJ TJK TJL TJM TJN TJO TJP TJQ TJR TJS TJT TJU TJV TJW TJX TJY TJZ TK TKA TKB TKC TKD TKE TKF TKG TKH TKI TKJ TKK TKL TKM TKN TKO TKP TKQ TKR TKS TKT TKU TKV TKW TKX TKY TKZ TL TLA TLB TLC TLD TLE TLF TLG TLH TLI TLJ TLK TLL TLM TLN TLO TLP TLQ TLR TLS TLT TLU TLV TLW TLX TLY TLZ TM TMA TMB TMC TMD TME TMF TMG TMH TMI TMJ TMK TML TMM TMN TMO TMP TMQ TMR TMS TMT TMU TMV TMW TMX TMY TMZ TN TNA TNB TNC TND TNE TNF TNG TNH TNI TNJ TNK TNL TNM TNN TNO TNP TNQ TNR TNS TNT TNU TNV TNW TNX TNY TNZ TO TOA TOB TOC TOD TOE TOF TOG TOH TOI TOJ TOK TOL TOM TON TOO TOP TOQ TOR TOS TOT TOU TOV TOW TOX TOY TOZ TP TPA TPB TPC TPD TPE TPF TPG TPH TPI TPJ TPK TPL TPM TPN TPO TPP TPQ TPR TPS TPT TPU TPV TPW TPX TPY TPZ TQ TQA TQB TQC TQD TQE TQF TQG TQH TQI TQJ TQK TQL TQM TQN TQO TQP TQQ TQR TQS TQT TQU TQV TQW TQX TQY TQZ TR TRA TRB TRC TRD TRE TRF TRG TRH TRI TRJ TRK TRL TRM TRN TRO TRP TRQ TRR TRS TRT TRU TRV TRW TRX TRY TRZ TS TSA TSB TSC TSD TSE TSF TSG TSH TSI TSJ TSK TSL TSM TSN TSO TSP TSQ TSR TSS TST TSU TSV TSW TSX TSY TSZ TT TTA TTB TTC TTD TTE TTF TTG TTH TTI TTJ TTK TTL TTM TTN TTO TTP TTQ TTR TTS TTT TTU TTV TTW TTX TTY TTZ TU TUA TUB TUC TUD TUE TUF TUG TUH TUI TUJ TUK TUL TUM TUN TUO TUP TUQ TUR TUS TUT TUU TUV TUW TUX TUY TUZ TV TVA TVB TVC TVD TVE TVF TVG TVH TVI TVJ TVK TVL 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YMV YMW YMX YMY YMZ YN YNA YNB YNC YND YNE YNF YNG YNH YNI YNJ YNK YNL YNM YNN YNO YNP YNQ YNR YNS YNT YNU YNV YNW YNX YNY YNZ YO YOA YOB YOC YOD YOE YOF YOG YOH YOI YOJ YOK YOL YOM YON YOO YOP YOQ YOR YOS YOT YOU YOV YOW YOX YOY YOZ YP YPA YPB YPC YPD YPE YPF YPG YPH YPI YPJ YPK YPL YPM YPN YPO YPP YPQ YPR YPS YPT YPU YPV YPW YPX YPY YPZ YQ YQA YQB YQC YQD YQE YQF YQG YQH YQI YQJ YQK YQL YQM YQN YQO YQP YQQ YQR YQS YQT YQU YQV YQW YQX YQY YQZ YR YRA YRB YRC YRD YRE YRF YRG YRH YRI YRJ YRK YRL YRM YRN YRO YRP YRQ YRR YRS YRT YRU YRV YRW YRX YRY YRZ YS YSA YSB YSC YSD YSE YSF YSG YSH YSI YSJ YSK YSL YSM YSN YSO YSP YSQ YSR YSS YST YSU YSV YSW YSX YSY YSZ YT YTA YTB YTC YTD YTE YTF YTG YTH YTI YTJ YTK YTL YTM YTN YTO YTP YTQ YTR YTS YTT YTU YTV YTW YTX YTY YTZ YU YUA YUB YUC YUD YUE YUF YUG YUH YUI YUJ YUK YUL YUM YUN YUO YUP YUQ YUR YUS YUT YUU YUV YUW YUX YUY YUZ YV YVA YVB YVC YVD YVE YVF YVG YVH YVI YVJ YVK YVL YVM YVN YVO YVP YVQ YVR YVS YVT YVU YVV YVW YVX YVY YVZ YW YWA YWB YWC YWD YWE YWF YWG YWH YWI YWJ YWK YWL YWM YWN YWO YWP YWQ YWR YWS YWT YWU YWV YWW YWX YWY YWZ YX YXA YXB YXC YXD YXE YXF YXG YXH YXI YXJ YXK YXL YXM YXN YXO YXP YXQ YXR YXS YXT YXU YXV YXW YXX YXY YXZ YY YYA YYB YYC YYD YYE YYF YYG YYH YYI YYJ YYK YYL YYM YYN YYO YYP YYQ YYR YYS YYT YYU YYV YYW YYX YYY YYZ YZ YZA YZB YZC YZD YZE YZF YZG YZH YZI YZJ YZK YZL YZM YZN YZO YZP YZQ YZR YZS YZT YZU YZV YZW YZX YZY YZZ Z ZA ZAA ZAB ZAC ZAD ZAE ZAF ZAG ZAH ZAI ZAJ ZAK ZAL ZAM ZAN ZAO ZAP ZAQ ZAR ZAS ZAT ZAU ZAV ZAW ZAX ZAY ZAZ ZB ZBA ZBB ZBC ZBD ZBE ZBF ZBG ZBH ZBI ZBJ ZBK ZBL ZBM ZBN ZBO ZBP ZBQ ZBR ZBS ZBT ZBU ZBV ZBW ZBX ZBY ZBZ ZC ZCA ZCB ZCC ZCD ZCE ZCF ZCG ZCH ZCI ZCJ ZCK ZCL ZCM ZCN ZCO ZCP ZCQ ZCR ZCS ZCT ZCU ZCV ZCW ZCX ZCY ZCZ ZD ZDA ZDB ZDC ZDD ZDE ZDF ZDG ZDH ZDI ZDJ ZDK ZDL ZDM ZDN ZDO ZDP ZDQ ZDR ZDS ZDT ZDU ZDV ZDW ZDX ZDY ZDZ ZE ZEA ZEB ZEC ZED ZEE ZEF ZEG ZEH ZEI ZEJ ZEK ZEL ZEM ZEN ZEO ZEP ZEQ ZER ZES ZET ZEU ZEV ZEW ZEX ZEY ZEZ ZF ZFA ZFB ZFC ZFD ZFE ZFF ZFG ZFH ZFI ZFJ ZFK ZFL ZFM ZFN ZFO ZFP ZFQ ZFR ZFS ZFT ZFU ZFV ZFW ZFX ZFY ZFZ ZG ZGA ZGB ZGC ZGD ZGE ZGF ZGG ZGH ZGI ZGJ ZGK ZGL ZGM ZGN ZGO ZGP ZGQ ZGR ZGS ZGT ZGU ZGV ZGW ZGX ZGY ZGZ ZH ZHA ZHB ZHC ZHD ZHE ZHF ZHG ZHH ZHI ZHJ ZHK ZHL ZHM ZHN ZHO ZHP ZHQ ZHR ZHS ZHT ZHU ZHV ZHW ZHX ZHY ZHZ ZI ZIA ZIB ZIC ZID ZIE ZIF ZIG ZIH ZII ZIJ ZIK ZIL ZIM ZIN ZIO ZIP ZIQ ZIR ZIS ZIT ZIU ZIV ZIW ZIX ZIY ZIZ ZJ ZJA ZJB ZJC ZJD ZJE ZJF ZJG ZJH ZJI ZJJ ZJK ZJL ZJM ZJN ZJO ZJP ZJQ ZJR ZJS ZJT ZJU ZJV ZJW ZJX ZJY ZJZ ZK ZKA ZKB ZKC ZKD ZKE ZKF ZKG ZKH ZKI ZKJ ZKK ZKL ZKM ZKN ZKO ZKP ZKQ ZKR ZKS ZKT ZKU ZKV ZKW ZKX ZKY ZKZ ZL ZLA ZLB ZLC ZLD ZLE ZLF ZLG ZLH ZLI ZLJ ZLK ZLL ZLM ZLN ZLO ZLP ZLQ ZLR ZLS ZLT ZLU ZLV ZLW ZLX ZLY ZLZ ZM ZMA ZMB ZMC ZMD ZME ZMF ZMG ZMH ZMI ZMJ ZMK ZML ZMM ZMN ZMO ZMP ZMQ ZMR ZMS ZMT ZMU ZMV ZMW ZMX ZMY ZMZ ZN ZNA ZNB ZNC ZND ZNE ZNF ZNG ZNH ZNI ZNJ ZNK ZNL ZNM ZNN ZNO ZNP ZNQ ZNR ZNS ZNT ZNU ZNV ZNW ZNX ZNY ZNZ ZO ZOA ZOB ZOC ZOD ZOE ZOF ZOG ZOH ZOI ZOJ ZOK ZOL ZOM ZON ZOO ZOP ZOQ ZOR ZOS ZOT ZOU ZOV ZOW ZOX ZOY ZOZ ZP ZPA ZPB ZPC ZPD ZPE ZPF ZPG ZPH ZPI ZPJ ZPK ZPL ZPM ZPN ZPO ZPP ZPQ ZPR ZPS ZPT ZPU ZPV ZPW ZPX ZPY ZPZ ZQ ZQA ZQB ZQC ZQD ZQE ZQF ZQG ZQH ZQI ZQJ ZQK ZQL ZQM ZQN ZQO ZQP ZQQ ZQR ZQS ZQT ZQU ZQV ZQW ZQX ZQY ZQZ ZR ZRA ZRB ZRC ZRD ZRE ZRF ZRG ZRH ZRI ZRJ ZRK ZRL ZRM ZRN ZRO ZRP ZRQ ZRR ZRS ZRT ZRU ZRV ZRW ZRX ZRY ZRZ ZS ZSA ZSB ZSC ZSD ZSE ZSF ZSG ZSH ZSI ZSJ ZSK ZSL ZSM ZSN ZSO ZSP ZSQ ZSR ZSS ZST ZSU ZSV ZSW ZSX ZSY ZSZ ZT ZTA ZTB ZTC ZTD ZTE ZTF ZTG ZTH ZTI ZTJ ZTK ZTL ZTM ZTN ZTO ZTP ZTQ ZTR ZTS ZTT ZTU ZTV ZTW ZTX ZTY ZTZ ZU ZUA ZUB ZUC ZUD ZUE ZUF ZUG ZUH ZUI ZUJ ZUK ZUL ZUM ZUN ZUO ZUP ZUQ ZUR ZUS ZUT ZUU ZUV ZUW ZUX ZUY ZUZ ZV ZVA ZVB ZVC ZVD ZVE ZVF ZVG ZVH ZVI ZVJ ZVK ZVL ZVM ZVN ZVO ZVP ZVQ ZVR ZVS ZVT ZVU ZVV ZVW ZVX ZVY ZVZ ZW ZWA ZWB ZWC ZWD ZWE ZWF ZWG ZWH ZWI ZWJ ZWK ZWL ZWM ZWN ZWO ZWP ZWQ ZWR ZWS ZWT ZWU ZWV ZWW ZWX ZWY ZWZ ZX ZXA ZXB ZXC ZXD ZXE ZXF ZXG ZXH ZXI ZXJ ZXK ZXL ZXM ZXN ZXO ZXP ZXQ ZXR ZXS ZXT ZXU ZXV ZXW ZXX ZXY ZXZ ZY ZYA ZYB ZYC ZYD ZYE ZYF ZYG ZYH ZYI ZYJ ZYK ZYL ZYM ZYN ZYO ZYP ZYQ ZYR ZYS ZYT ZYU ZYV ZYW ZYX ZYY ZYZ ZZ ZZA ZZB ZZC ZZD ZZE ZZF ZZG ZZH ZZI ZZJ ZZK ZZL ZZM ZZN ZZO ZZP ZZQ ZZR ZZS ZZT ZZU ZZV ZZW ZZX ZZY ZZZ
## Unique of v22 is a 23419
## Count of NA in v22 is 0
## WARNING : TOO MANY LEVELS
## Processing v22
## -----------------------------------------------------
## Variable v23 is a numeric
## Count of NA in v23 is 101388
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.00 0.00 1.09 0.00 20.00 101388## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v23
## Scaled v23
## -----------------------------------------------------
## Variable v24 is a factor
## Fixing spaces in v24
## Levels of v24 is a A B C D E
## Unique of v24 is a 5
## Count of NA in v24 is 0
##
## A B C D E
## 7592 16318 41759 52689 110356
## y
## 0 1
## A 1015 2774
## B 1929 6221
## C 4183 16689
## D 6731 19602
## E 13442 41735
## Processing v24
## -----------------------------------------------------
## Variable v25 is a numeric
## Count of NA in v25 is 97255
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.15 0.46 1.70 1.95 20.00 97255## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v25
## Scaled v25
## -----------------------------------------------------
## Variable v26 is a numeric
## Count of NA in v26 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.51 1.82 1.88 2.18 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v26
## Scaled v26
## -----------------------------------------------------
## Variable v27 is a numeric
## Count of NA in v27 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 2.20 2.67 2.74 3.22 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v27
## Scaled v27
## -----------------------------------------------------
## Variable v28 is a numeric
## Count of NA in v28 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 3.47 5.05 5.10 6.60 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v28
## Scaled v28
## -----------------------------------------------------
## Variable v29 is a numeric
## Count of NA in v29 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 7.42 8.30 8.21 9.09 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v29
## Scaled v29
## -----------------------------------------------------
## Variable v30 is a factor
## Fixing spaces in v30
## Levels of v30 is a A B C D E F G
## Unique of v30 is a 7
## Count of NA in v30 is 0
##
## A B C D E F G
## 4524 417 64504 10342 6072 5160 17243
## y
## 0 1
## A 482 1831
## B 26 179
## C 7257 24921
## D 1453 3772
## E 922 2051
## F 501 2088
## G 2430 6298
## Processing v30
## -----------------------------------------------------
## Variable v31 is a factor
## Fixing spaces in v31
## Levels of v31 is a A B C
## Unique of v31 is a 3
## Count of NA in v31 is 0
##
## A B C
## 176937 37847 6981
## y
## 0 1
## A 24655 63692
## B 1685 17262
## C 283 3287
## Processing v31
## -----------------------------------------------------
## Variable v32 is a numeric
## Count of NA in v32 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.26 1.56 1.62 1.90 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v32
## Scaled v32
## -----------------------------------------------------
## Variable v33 is a numeric
## Count of NA in v33 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.47 1.94 2.16 2.64 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v33
## Scaled v33
## -----------------------------------------------------
## Variable v34 is a numeric
## Count of NA in v34 is 215
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.000 5.057 6.536 6.406 7.702 20.000 215## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v34
## Scaled v34
## -----------------------------------------------------
## Variable v35 is a numeric
## Count of NA in v35 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 7.25 8.07 8.12 8.93 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v35
## Scaled v35
## -----------------------------------------------------
## Variable v36 is a numeric
## Count of NA in v36 is 97266
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 11.77 13.75 13.37 15.32 20.00 97266## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v36
## Scaled v36
## -----------------------------------------------------
## Variable v37 is a numeric
## Count of NA in v37 is 99730
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.41 0.64 0.74 0.95 20.00 99730## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v37
## Scaled v37
## -----------------------------------------------------
## Variable v38 is a integer
## Count of NA in v38 is 0
## Unique v38 is 0 1 2 3 4 5 6 7 8 9 10 12
## Unique of v38 is a 12
##
## 0 1 2 3 4 5 6 7 8 9
## 219598 4230 2425 1071 519 282 121 161 100 86
## 10 12
## 97 24
## y
## 0 1
## 0 26948 82776
## 1 189 1954
## 2 90 1108
## 3 29 505
## 4 14 242
## 5 13 140
## 6 2 67
## 7 5 80
## 8 0 61
## 9 1 37
## 10 9 38
## 12 0 13
## Processing v38
## Convert to factor v38
## -----------------------------------------------------
## Variable v39 is a numeric
## Count of NA in v39 is 99716
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.13 0.38 1.25 1.19 20.00 99716## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v39
## Scaled v39
## -----------------------------------------------------
## Variable v40 is a numeric
## Count of NA in v40 is 215
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.000 8.409 10.340 10.470 12.770 20.000 215## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v40
## Scaled v40
## -----------------------------------------------------
## Variable v41 is a numeric
## Count of NA in v41 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 6.54 7.21 7.18 7.83 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v41
## Scaled v41
## -----------------------------------------------------
## Variable v42 is a numeric
## Count of NA in v42 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 12.35 12.94 12.93 13.49 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v42
## Scaled v42
## -----------------------------------------------------
## Variable v43 is a numeric
## Count of NA in v43 is 99717
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.78 2.15 2.22 2.56 20.00 99717## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v43
## Scaled v43
## -----------------------------------------------------
## Variable v44 is a numeric
## Count of NA in v44 is 99635
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 9.57 10.78 10.79 12.01 20.00 99635## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v44
## Scaled v44
## -----------------------------------------------------
## Variable v45 is a numeric
## Count of NA in v45 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 7.83 9.15 9.14 10.41 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v45
## Scaled v45
## -----------------------------------------------------
## Variable v46 is a numeric
## Count of NA in v46 is 97255
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.12 0.43 1.64 1.82 20.00 97255## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v46
## Scaled v46
## -----------------------------------------------------
## Variable v47 is a factor
## Fixing spaces in v47
## Levels of v47 is a A B C D E F G H I J
## Unique of v47 is a 10
## Count of NA in v47 is 0
##
## A B C D E F G H I J
## 65 111 110853 6334 10652 8550 7829 1 78241 6078
## y
## 0 1
## A 3 35
## B 9 41
## C 9339 46086
## D 646 2511
## E 1975 3326
## F 1148 3174
## G 1320 2626
## H 0 1
## I 11862 27209
## J 998 2012
## Processing v47
## -----------------------------------------------------
## Variable v48 is a numeric
## Count of NA in v48 is 99635
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 11.23 12.41 12.54 13.79 20.00 99635## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v48
## Scaled v48
## -----------------------------------------------------
## Variable v49 is a numeric
## Count of NA in v49 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 7.48 8.03 8.02 8.56 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v49
## Scaled v49
## -----------------------------------------------------
## Variable v50 is a numeric
## Count of NA in v50 is 170
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.0000 0.6588 1.2120 1.5060 2.0120 20.0000 170## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v50
## Scaled v50
## -----------------------------------------------------
## Variable v51 is a numeric
## Count of NA in v51 is 101395
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 5.59 7.13 7.20 8.65 20.00 101395## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v51
## Scaled v51
## -----------------------------------------------------
## Variable v52 is a factor
## Fixing spaces in v52
## Levels of v52 is a A B C D E F G H I J K L
## Unique of v52 is a 12
## Count of NA in v52 is 0
##
## A B C D E F G H I J K L
## 17947 18768 19155 19396 18509 19345 18991 16629 20420 22452 17909 19188
## y
## 0 1
## A 2084 6841
## B 2207 7178
## C 2291 7390
## D 2340 7267
## E 2274 7008
## F 2431 7375
## G 2308 7111
## H 1890 6433
## I 2495 7765
## J 2708 8395
## K 2090 6859
## L 2182 7396
## Processing v52
## -----------------------------------------------------
## Variable v53 is a numeric
## Count of NA in v53 is 99717
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 15.27 15.77 15.71 16.22 20.00 99717## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v53
## Scaled v53
## -----------------------------------------------------
## Variable v54 is a numeric
## Count of NA in v54 is 97255
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.09 0.31 1.25 1.42 20.00 97255## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v54
## Scaled v54
## -----------------------------------------------------
## Variable v55 is a numeric
## Count of NA in v55 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.98 1.37 1.56 1.95 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v55
## Scaled v55
## -----------------------------------------------------
## Variable v56 is a factor
## Fixing spaces in v56
## Levels of v56 is a A AA AB AC AD AE AF AG AH AI AJ AK AL AM AN AO AP AQ AR AS AT AU AV AW AX AY AZ B BA BB BC BD BE BF BG BH BI BJ BK BL BM BN BO BP BQ BR BS BT BU BV BW BX BY BZ C CA CB CC CD CE CF CG CH CI CJ CK CL CM CN CO CP CQ CR CS CT CU CV CW CX CY CZ D DA DB DC DD DE DF DG DH DI DJ DK DL DM DN DO DP DQ DR DS DT DU DV DW DX DY DZ E F G H I J K L M N O P Q R S T U V W X Y Z
## Unique of v56 is a 130
## Count of NA in v56 is 0
## WARNING : TOO MANY LEVELS
## Processing v56
## -----------------------------------------------------
## Variable v57 is a numeric
## Count of NA in v57 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 3.65 4.07 4.08 4.49 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v57
## Scaled v57
## -----------------------------------------------------
## Variable v58 is a numeric
## Count of NA in v58 is 99716
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.50 5.34 7.71 14.03 20.00 99716## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v58
## Scaled v58
## -----------------------------------------------------
## Variable v59 is a numeric
## Count of NA in v59 is 99635
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 9.04 10.53 10.58 12.02 20.00 99635## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v59
## Scaled v59
## -----------------------------------------------------
## Variable v60 is a numeric
## Count of NA in v60 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.36 1.67 1.71 2.01 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v60
## Scaled v60
## -----------------------------------------------------
## Variable v61 is a numeric
## Count of NA in v61 is 99635
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 13.59 15.07 14.58 16.10 20.00 99635## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v61
## Scaled v61
## -----------------------------------------------------
## Variable v62 is a integer
## Count of NA in v62 is 0
## Unique v62 is 0 1 2 3 4 5 6 7
## Unique of v62 is a 8
##
## 0 1 2 3 4 5 6 7
## 41055 148233 32498 5632 985 216 81 14
## y
## 0 1
## 0 2122 18508
## 1 20019 53811
## 2 4344 12069
## 3 684 2142
## 4 100 371
## 5 27 72
## 6 4 43
## 7 0 5
## Processing v62
## Convert to factor v62
## -----------------------------------------------------
## Variable v63 is a numeric
## Count of NA in v63 is 97255
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.14 0.46 1.69 1.85 20.00 97255## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v63
## Scaled v63
## -----------------------------------------------------
## Variable v64 is a numeric
## Count of NA in v64 is 99635
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 4.78 6.11 6.34 7.51 20.00 99635## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v64
## Scaled v64
## -----------------------------------------------------
## Variable v65 is a numeric
## Count of NA in v65 is 99722
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 15.03 16.26 15.84 17.16 20.00 99722## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v65
## Scaled v65
## -----------------------------------------------------
## Variable v66 is a factor
## Fixing spaces in v66
## Levels of v66 is a A B C
## Unique of v66 is a 3
## Count of NA in v66 is 0
##
## A B C
## 140728 36548 51438
## y
## 0 1
## A 17030 53323
## B 6525 11739
## C 3745 21959
## Processing v66
## -----------------------------------------------------
## Variable v67 is a numeric
## Count of NA in v67 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 8.58 9.32 9.29 9.99 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v67
## Scaled v67
## -----------------------------------------------------
## Variable v68 is a numeric
## Count of NA in v68 is 99716
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 17.07 18.27 17.55 18.91 20.00 99716## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v68
## Scaled v68
## -----------------------------------------------------
## Variable v69 is a numeric
## Count of NA in v69 is 99839
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 8.40 9.52 9.45 10.54 20.00 99839## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v69
## Scaled v69
## -----------------------------------------------------
## Variable v70 is a numeric
## Count of NA in v70 is 97283
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 10.80 12.49 12.27 14.00 20.00 97283## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v70
## Scaled v70
## -----------------------------------------------------
## Variable v71 is a factor
## Fixing spaces in v71
## Levels of v71 is a A B C D E F G H I J K L
## Unique of v71 is a 12
## Count of NA in v71 is 0
##
## A B C D E F G H I J
## 1 60192 18083 1 1 150389 12 1 30 1
## K L
## 1 2
## y
## 0 1
## A 1 0
## B 6863 23392
## C 2598 6349
## D 0 1
## E 0 0
## F 17834 57260
## G 1 4
## H 0 0
## I 3 13
## J 0 0
## K 0 1
## L 0 1
## Processing v71
## -----------------------------------------------------
## Variable v72 is a integer
## Count of NA in v72 is 0
## Unique v72 is 0 1 2 3 4 5 6 7 8 9 10 11 12
## Unique of v72 is a 13
##
## 0 1 2 3 4 5 6 7 8 9
## 6735 152027 48275 14514 4406 1448 547 245 168 144
## 10 11 12
## 100 45 60
## y
## 0 1
## 0 664 2691
## 1 19807 55960
## 2 5255 19086
## 3 1161 6108
## 4 287 1934
## 5 80 605
## 6 23 265
## 7 8 123
## 8 2 87
## 9 2 69
## 10 0 56
## 11 3 13
## 12 8 24
## Processing v72
## Convert to factor v72
## -----------------------------------------------------
## Variable v73 is a numeric
## Count of NA in v73 is 99717
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.90 2.33 2.44 2.85 20.00 99717## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v73
## Scaled v73
## -----------------------------------------------------
## Variable v74 is a factor
## Fixing spaces in v74
## Levels of v74 is a A B C
## Unique of v74 is a 3
## Count of NA in v74 is 0
##
## A B C
## 86 227228 1400
## y
## 0 1
## A 7 38
## B 27231 86329
## C 62 654
## Processing v74
## -----------------------------------------------------
## Variable v75 is a factor
## Fixing spaces in v75
## Levels of v75 is a A B C D
## Unique of v75 is a 4
## Count of NA in v75 is 0
##
## A B C D
## 38 78260 41 150375
## y
## 0 1
## A 5 13
## B 9457 29735
## C 9 15
## D 17829 57258
## Processing v75
## -----------------------------------------------------
## Variable v76 is a numeric
## Count of NA in v76 is 99635
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.63 2.17 2.40 2.80 20.00 99635## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v76
## Scaled v76
## -----------------------------------------------------
## Variable v77 is a numeric
## Count of NA in v77 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 6.50 7.37 7.31 8.16 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v77
## Scaled v77
## -----------------------------------------------------
## Variable v78 is a numeric
## Count of NA in v78 is 99839
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 12.32 13.33 13.34 14.40 20.00 99839## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v78
## Scaled v78
## -----------------------------------------------------
## Variable v79 is a factor
## Fixing spaces in v79
## Levels of v79 is a A B C D E F G H I J K L M N O P Q R
## Unique of v79 is a 18
## Count of NA in v79 is 0
##
## A B C D E F G H I J K L
## 852 51763 69266 10653 50459 1173 10 3974 9069 1840 8520 1
## M N O P Q R
## 7829 95 6512 4483 2104 111
## y
## 0 1
## A 51 366
## B 2774 23027
## C 10716 23845
## D 1975 3327
## E 6090 19167
## F 44 527
## G 3 3
## H 584 1420
## I 1151 3410
## J 147 786
## K 1146 3162
## L 0 1
## M 1320 2626
## N 4 45
## O 376 2955
## P 496 1721
## Q 414 592
## R 9 41
## Processing v79
## -----------------------------------------------------
## Variable v80 is a numeric
## Count of NA in v80 is 99737
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.45 2.09 2.21 2.85 20.00 99737## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v80
## Scaled v80
## -----------------------------------------------------
## Variable v81 is a numeric
## Count of NA in v81 is 97266
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 5.98 7.52 7.29 8.78 20.00 97266## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v81
## Scaled v81
## -----------------------------------------------------
## Variable v82 is a numeric
## Count of NA in v82 is 97266
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 3.38 3.69 6.22 8.80 20.00 97266## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v82
## Scaled v82
## -----------------------------------------------------
## Variable v83 is a numeric
## Count of NA in v83 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.44 1.94 2.18 2.67 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v83
## Scaled v83
## -----------------------------------------------------
## Variable v84 is a numeric
## Count of NA in v84 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.96 1.42 1.61 2.07 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v84
## Scaled v84
## -----------------------------------------------------
## Variable v85 is a numeric
## Count of NA in v85 is 101399
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.84 2.59 2.82 3.58 20.00 101399## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v85
## Scaled v85
## -----------------------------------------------------
## Variable v86 is a numeric
## Count of NA in v86 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.94 1.16 1.22 1.42 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v86
## Scaled v86
## -----------------------------------------------------
## Variable v87 is a numeric
## Count of NA in v87 is 97334
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 8.05 10.01 10.18 12.25 20.00 97334## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v87
## Scaled v87
## -----------------------------------------------------
## Variable v88 is a numeric
## Count of NA in v88 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.18 1.76 1.92 2.46 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v88
## Scaled v88
## -----------------------------------------------------
## Variable v89 is a numeric
## Count of NA in v89 is 97255
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.10 0.33 1.52 1.75 20.00 97255## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v89
## Scaled v89
## -----------------------------------------------------
## Variable v90 is a numeric
## Count of NA in v90 is 99718
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.86 0.97 0.97 1.06 20.00 99718## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v90
## Scaled v90
## -----------------------------------------------------
## Variable v91 is a factor
## Fixing spaces in v91
## Levels of v91 is a A B C D E F G
## Unique of v91 is a 7
## Count of NA in v91 is 0
##
## A B C D E F G
## 54026 45274 46327 449 6375 27035 49223
## y
## 0 1
## A 6455 20624
## B 5364 17319
## C 5467 17690
## D 43 187
## E 546 2660
## F 3457 9961
## G 5968 18577
## Processing v91
## -----------------------------------------------------
## Variable v92 is a numeric
## Count of NA in v92 is 99730
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.44 0.54 0.58 0.68 20.00 99730## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v92
## Scaled v92
## -----------------------------------------------------
## Variable v93 is a numeric
## Count of NA in v93 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 4.54 5.30 5.47 6.22 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v93
## Scaled v93
## -----------------------------------------------------
## Variable v94 is a numeric
## Count of NA in v94 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 3.34 3.74 3.86 4.23 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v94
## Scaled v94
## -----------------------------------------------------
## Variable v95 is a numeric
## Count of NA in v95 is 99730
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.50 0.62 0.67 0.77 20.00 99730## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v95
## Scaled v95
## -----------------------------------------------------
## Variable v96 is a numeric
## Count of NA in v96 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 5.75 6.51 6.46 7.23 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v96
## Scaled v96
## -----------------------------------------------------
## Variable v97 is a numeric
## Count of NA in v97 is 99730
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 6.32 7.44 7.62 8.79 20.00 99730## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v97
## Scaled v97
## -----------------------------------------------------
## Variable v98 is a numeric
## Count of NA in v98 is 97327
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 6.12 7.64 7.66 9.07 20.00 97327## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v98
## Scaled v98
## -----------------------------------------------------
## Variable v99 is a numeric
## Count of NA in v99 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.93 1.24 1.25 1.55 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v99
## Scaled v99
## -----------------------------------------------------
## Variable v100 is a numeric
## Count of NA in v100 is 99716
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 5.73 14.46 12.09 18.33 20.00 99716## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v100
## Scaled v100
## -----------------------------------------------------
## Variable v101 is a numeric
## Count of NA in v101 is 99635
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 5.26 6.62 6.86 8.24 20.00 99635## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v101
## Scaled v101
## -----------------------------------------------------
## Variable v102 is a numeric
## Count of NA in v102 is 102678
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.79 2.46 2.89 3.41 20.00 102678## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v102
## Scaled v102
## -----------------------------------------------------
## Variable v103 is a numeric
## Count of NA in v103 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 4.50 5.13 5.30 5.88 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v103
## Scaled v103
## -----------------------------------------------------
## Variable v104 is a numeric
## Count of NA in v104 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 2.14 2.51 2.64 2.95 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v104
## Scaled v104
## -----------------------------------------------------
## Variable v105 is a numeric
## Count of NA in v105 is 97323
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.05 0.24 1.08 1.02 20.00 97323## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v105
## Scaled v105
## -----------------------------------------------------
## Variable v106 is a numeric
## Count of NA in v106 is 99635
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 10.04 12.08 11.78 13.75 20.00 99635## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v106
## Scaled v106
## -----------------------------------------------------
## Variable v107 is a factor
## Fixing spaces in v107
## Levels of v107 is a A B C D E F G
## Unique of v107 is a 7
## Count of NA in v107 is 0
##
## A B C D E F G
## 27035 45274 49223 46327 54026 6375 449
## y
## 0 1
## A 3457 9961
## B 5364 17319
## C 5968 18577
## D 5467 17690
## E 6455 20624
## F 546 2660
## G 43 187
## Processing v107
## -----------------------------------------------------
## Variable v108 is a numeric
## Count of NA in v108 is 97266
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.53 1.98 2.15 2.54 20.00 97266## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v108
## Scaled v108
## -----------------------------------------------------
## Variable v109 is a numeric
## Count of NA in v109 is 97266
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.84 3.08 4.18 5.13 20.00 97266## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v109
## Scaled v109
## -----------------------------------------------------
## Variable v110 is a factor
## Fixing spaces in v110
## Levels of v110 is a A B C
## Unique of v110 is a 3
## Count of NA in v110 is 0
##
## A B C
## 111415 110854 6445
## y
## 0 1
## A 17306 38382
## B 9339 46087
## C 655 2552
## Processing v110
## -----------------------------------------------------
## Variable v111 is a numeric
## Count of NA in v111 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 2.32 3.11 3.37 4.13 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v111
## Scaled v111
## -----------------------------------------------------
## Variable v112 is a factor
## Fixing spaces in v112
## Levels of v112 is a A B C D E F G H I J K L M N O P Q R S T U V
## Unique of v112 is a 22
## Count of NA in v112 is 0
##
## A B C D E F G H I J K L
## 18959 5341 4124 14643 9666 43388 3502 11211 20528 8041 6480 8891
## M N O P Q R S T U V
## 2487 18111 7217 9396 4591 8177 1702 8010 9682 3772
## y
## 0 1
## A 2334 7211
## B 626 2062
## C 488 1567
## D 1635 5692
## E 1109 3639
## F 5494 16177
## G 408 1294
## H 1333 4318
## I 2487 7737
## J 999 2968
## K 807 2445
## L 1005 3474
## M 282 911
## N 2151 6935
## O 825 2836
## P 1138 3537
## Q 557 1789
## R 964 3206
## S 192 641
## T 920 3060
## U 1021 3782
## V 442 1441
## Processing v112
## -----------------------------------------------------
## Variable v113 is a factor
## Fixing spaces in v113
## Levels of v113 is a A AA AB AC AD AE AF AG AH AI AJ AK B C D E F G H I J K L M N O P Q R S T U V W X Y Z
## Unique of v113 is a 37
## Count of NA in v113 is 0
##
## A AA AB AC AD AE AF AG AH AI AJ AK
## 672 3 2555 11928 501 1308 7013 3406 1637 693 1717 1
## B C D E F G H I J K L M
## 2717 1380 324 630 462 32460 93 5286 625 1 939 14774
## N O P Q R S T U V W X Y
## 2439 203 3907 1246 329 1225 3229 1182 3300 2925 3374 2613
## Z
## 955
## y
## 0 1
## A 98 236
## AA 0 1
## AB 405 868
## AC 1950 4006
## AD 65 200
## AE 243 437
## AF 1152 2416
## AG 655 1057
## AH 214 583
## AI 109 204
## AJ 303 569
## AK 0 1
## B 426 932
## C 139 568
## D 42 100
## E 69 255
## F 20 213
## G 5114 11138
## H 6 35
## I 768 1837
## J 87 235
## K 0 0
## L 154 323
## M 1381 5993
## N 259 927
## O 25 75
## P 676 1299
## Q 179 415
## R 47 134
## S 257 357
## T 278 1330
## U 176 436
## V 625 1048
## W 468 1029
## X 554 1081
## Y 490 792
## Z 126 327
## Processing v113
## -----------------------------------------------------
## Variable v114 is a numeric
## Count of NA in v114 is 54
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 11.99 14.04 13.57 15.38 20.00 54## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v114
## Scaled v114
## -----------------------------------------------------
## Variable v115 is a numeric
## Count of NA in v115 is 99839
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 9.46 10.48 10.55 11.60 20.00 99839## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v115
## Scaled v115
## -----------------------------------------------------
## Variable v116 is a numeric
## Count of NA in v116 is 99717
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.85 2.22 2.29 2.65 20.00 99717## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v116
## Scaled v116
## -----------------------------------------------------
## Variable v117 is a numeric
## Count of NA in v117 is 97266
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 5.75 8.05 8.30 10.51 20.00 97266## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v117
## Scaled v117
## -----------------------------------------------------
## Variable v118 is a numeric
## Count of NA in v118 is 99730
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 6.98 8.14 8.37 9.57 20.00 99730## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v118
## Scaled v118
## -----------------------------------------------------
## Variable v119 is a numeric
## Count of NA in v119 is 101396
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.31 1.46 3.17 4.16 20.00 101396## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v119
## Scaled v119
## -----------------------------------------------------
## Variable v120 is a numeric
## Count of NA in v120 is 99716
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.78 1.15 1.29 1.65 20.00 99716## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v120
## Scaled v120
## -----------------------------------------------------
## Variable v121 is a numeric
## Count of NA in v121 is 99722
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.79 2.44 2.74 3.38 20.00 99722## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v121
## Scaled v121
## -----------------------------------------------------
## Variable v122 is a numeric
## Count of NA in v122 is 99737
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 5.65 6.75 6.82 7.91 20.00 99737## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v122
## Scaled v122
## -----------------------------------------------------
## Variable v123 is a numeric
## Count of NA in v123 is 101395
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.96 2.74 3.55 4.09 20.00 101395## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v123
## Scaled v123
## -----------------------------------------------------
## Variable v124 is a numeric
## Count of NA in v124 is 97255
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.02 0.14 0.93 0.87 20.00 97255## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v124
## Scaled v124
## -----------------------------------------------------
## Variable v125 is a factor
## Fixing spaces in v125
## Levels of v125 is a A AA AB AC AD AE AF AG AH AI AJ AK AL AM AN AO AP AQ AR AS AT AU AV AW AX AY AZ B BA BB BC BD BE BF BG BH BI BJ BK BL BM BN BO BP BQ BR BS BT BU BV BW BX BY BZ C CA CB CC CD CE CF CG CH CI CJ CK CL D E F G H I J K L M N O P Q R S T U V W X Y Z
## Unique of v125 is a 90
## Count of NA in v125 is 0
##
## A AA AB AC AD AE AF AG AH AI AJ AK
## 3060 1057 387 4031 965 1702 2257 1875 692 1784 162 10736
## AL AM AN AO AP AQ AR AS AT AU AV AW
## 2046 926 3130 1272 6766 943 4472 867 2214 2247 1033 1555
## AX AY AZ B BA BB BC BD BE BF BG BH
## 30 2003 4837 4840 730 143 801 4826 1815 965 760 2292
## BI BJ BK BL BM BN BO BP BQ BR BS BT
## 1420 8914 2912 2496 11614 1832 1914 1003 1344 1301 497 799
## BU BV BW BX BY BZ C CA CB CC CD CE
## 2723 1608 4881 2549 6665 5 1056 3010 1395 2157 4098 2373
## CF CG CH CI CJ CK CL D E F G H
## 1867 7557 1383 829 3002 1257 920 1960 5039 456 5204 6482
## I J K L M N O P Q R S T
## 506 1793 5704 4900 1260 1984 509 2914 2027 2304 1653 1206
## U V W X Y Z
## 2222 6435 1743 1705 1745 3200
## y
## 0 1
## A 353 1175
## AA 122 420
## AB 44 145
## AC 494 1451
## AD 109 377
## AE 192 641
## AF 233 883
## AG 234 697
## AH 84 259
## AI 232 673
## AJ 18 64
## AK 1295 4042
## AL 234 797
## AM 108 336
## AN 335 1204
## AO 135 509
## AP 987 2423
## AQ 107 362
## AR 564 1665
## AS 99 328
## AT 257 857
## AU 250 860
## AV 138 400
## AW 177 589
## AX 5 8
## AY 242 800
## AZ 512 1904
## B 599 1775
## BA 82 267
## BB 12 56
## BC 98 296
## BD 555 1897
## BE 192 672
## BF 111 400
## BG 76 279
## BH 256 889
## BI 148 572
## BJ 1037 3428
## BK 359 1118
## BL 291 923
## BM 1450 4309
## BN 232 678
## BO 218 752
## BP 112 392
## BQ 140 547
## BR 143 499
## BS 64 176
## BT 93 314
## BU 308 1061
## BV 207 599
## BW 626 1852
## BX 301 996
## BY 876 2435
## BZ 1 2
## C 100 414
## CA 348 1175
## CB 156 517
## CC 257 825
## CD 478 1581
## CE 268 896
## CF 218 709
## CG 895 2931
## CH 181 520
## CI 71 326
## CJ 386 1060
## CK 124 499
## CL 107 354
## D 241 728
## E 613 1908
## F 52 169
## G 615 1979
## H 784 2428
## I 53 200
## J 211 696
## K 702 2133
## L 639 1863
## M 144 492
## N 250 783
## O 53 195
## P 354 1109
## Q 235 831
## R 264 953
## S 189 620
## T 158 457
## U 226 857
## V 797 2437
## W 215 673
## X 182 685
## Y 202 678
## Z 372 1223
## Processing v125
## -----------------------------------------------------
## Variable v126 is a numeric
## Count of NA in v126 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.42 1.61 1.67 1.84 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v126
## Scaled v126
## -----------------------------------------------------
## Variable v127 is a numeric
## Count of NA in v127 is 99711
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 2.10 2.97 3.24 4.10 20.00 99711## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v127
## Scaled v127
## -----------------------------------------------------
## Variable v128 is a numeric
## Count of NA in v128 is 97266
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.39 1.80 2.03 2.39 20.00 97266## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v128
## Scaled v128
## -----------------------------------------------------
## Variable v129 is a integer
## Count of NA in v129 is 0
## Unique v129 is 0 1 2 3 4 5 6 7 8 11
## Unique of v129 is a 10
##
## 0 1 2 3 4 5 6 7 8 11
## 180678 30567 13755 2760 681 156 90 8 8 11
## y
## 0 1
## 0 24740 65507
## 1 1690 13623
## 2 714 6175
## 3 106 1267
## 4 33 324
## 5 13 70
## 6 2 43
## 7 0 3
## 8 1 2
## 11 1 7
## Processing v129
## Convert to factor v129
## -----------------------------------------------------
## Variable v130 is a numeric
## Count of NA in v130 is 99730
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.11 1.56 1.93 2.34 20.00 99730## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v130
## Scaled v130
## -----------------------------------------------------
## Variable v131 is a numeric
## Count of NA in v131 is 99839
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 1.01 1.59 1.74 2.26 20.00 99839## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## Processing v131
## Scaled v131all_data$nbrnacounts = nbrnacounts
all_data$factnacounts = factnacounts
feature.names <- names(all_data)
cats("assuming text variables are categorical & replacing them with numeric ids")## assuming text variables are categorical & replacing them with numeric idscats("re-factor categorical vars & replacing them with numeric ids")## re-factor categorical vars & replacing them with numeric idsfor (f in feature.names) {
if (class(all_data[[f]])=="character" || class(all_data[[f]])=="factor") {
all_data[[f]] <- as.integer(factor(all_data[[f]]))
}
}
train <- all_data[1:n,]
test <- all_data[(n+1):nrow(all_data),]
print(dim(train))## [1] 114321 252print(dim(test))## [1] 114393 252# Boruta for feature selection used instead of ks
#Feature selection using KS test with 0.004 as cutoff.
# tmpJ = 1:ncol(test)
# ksMat = NULL
# for (j in tmpJ) {
# cats(j," ")
# ksMat = rbind(ksMat, cbind(j, ks.test(train[,j],test[,j])$statistic))
# }
# ksMat2 = ksMat[ksMat[,2]<0.004,]
# feats = as.numeric(ksMat2[,1])
# cats(length(feats))
# cats(names(train)[feats])
# feats = names(all_data)
feats = names(train)
all_data <- rbind(train[,feats],test[,feats])
feature.names <- names(all_data)
train <- all_data[1:n,]
test <- all_data[(n+1):nrow(all_data),]
xgtrain = xgb.DMatrix(as.matrix(train), label = as.integer(y)-1)
xgtest = xgb.DMatrix(as.matrix(test))
# Do cross-validation with xgboost - xgb.cv
docv <- function(param0, iter) {
model_cv = xgb.cv(
params = param0
, nrounds = iter
, nfold = 10
, data = xgtrain
, early.stop.round = 20
, maximize = FALSE
, nthread = 8
, print.every.n = round(iter)/10
)
gc()
best <- min(model_cv$test.logloss.mean)
bestIter <- which(model_cv$test.logloss.mean==best)[1]
cats("",best, bestIter)
print(model_cv[bestIter])
return(bestIter-1)
}
doTest <- function(param0, iter) {
watchlist <- list('train' = xgtrain)
model = xgb.train(
nrounds = iter
, params = param0
, data = xgtrain
, watchlist = watchlist
, print.every.n = round(iter)/10
, nthread = 8
)
p <- predict(model, xgtest)
rm(model)
gc()
p
}
param0 <- list(
# some generic, non specific params
"objective" = "binary:logistic"
, "eval_metric" = "logloss"
, "eta" = 0.04
, "subsample" = 0.9
, "colsample_bytree" = 0.9
, "min_child_weight" = 1
, "max_depth" = 10
)
#print(proc.time() - start_time)
print( difftime( Sys.time(), start_time, units = 'sec'))## Time difference of 150.5022 secscats("Training a XGBoost classifier with cross-validation")## Training a XGBoost classifier with cross-validationset.seed(2016)
cv <- docv(param0, 500) ## [0] train-logloss:0.677304+0.000540 test-logloss:0.678491+0.000561
## [50] train-logloss:0.426719+0.000571 test-logloss:0.476341+0.003365
## [100] train-logloss:0.383813+0.000815 test-logloss:0.464708+0.004283
## [150] train-logloss:0.361842+0.001302 test-logloss:0.462207+0.004618
## [200] train-logloss:0.344067+0.000755 test-logloss:0.461228+0.004702
## [250] train-logloss:0.328967+0.001872 test-logloss:0.460875+0.004743
## Stopping. Best iteration: 263 0.460812 263
## train.logloss.mean train.logloss.std test.logloss.mean test.logloss.std
## 1: 0.325666 0.001784 0.460812 0.004846# i= 454 eta= 0.01 colsample_bytree= 0.8 subsample= 0.5 min_child_weight= 30 max_depth= 8
# clfs = list()
# i = 0
# for ( peta in c(0.001, 0.005, 0.01) ) {
# for ( pcolsample_bytree in seq(0.5, 1, 0.1) ) {
# for ( psubsample in seq(0.5, 0.9, 0.1) ) {
# for ( pmin_child_weight in c(10,30) ) {
# for ( pmax_depth in c(8,10,15) ) {
# i = i+1
# print(paste('i=',i,'eta=',peta,' colsample_bytree=',pcolsample_bytree,' subsample=',psubsample,' min_child_weight=',pmin_child_weight,'max_depth=',pmax_depth))
# cv <- docv(param0, 500)
# }
# }
# }
# }
# }
# sample submission total analysis
submission <- read.csv("sample_submission.csv")
ensemble <- rep(0, nrow(test))
cv <- round(cv * 1.4)
cats("Calculated rounds:", cv, " Starting ensemble")## Calculated rounds: 367 Starting ensemble# Bagging of single xgboost for ensembling
# change to e.g. 1:10 to get quite good results
for (i in 1:9) {
print(i)
set.seed(i + 2015)
p <- doTest(param0, cv)
# use 40% to 50% more than the best iter rounds from your cross-fold number.
# as you have another 50% training data now, which gives longer optimal training time
ensemble <- ensemble + p
# print(summary(p))
# print(summary(ensemble))
}## [1] 1
## [0] train-logloss:0.677070
## [36] train-logloss:0.454912
## [72] train-logloss:0.405887
## [108] train-logloss:0.384305
## [144] train-logloss:0.370669
## [180] train-logloss:0.357136
## [216] train-logloss:0.345459
## [252] train-logloss:0.334382
## [288] train-logloss:0.326115
## [324] train-logloss:0.316454
## [360] train-logloss:0.306145
## [1] 2
## [0] train-logloss:0.677075
## [36] train-logloss:0.454194
## [72] train-logloss:0.405397
## [108] train-logloss:0.382844
## [144] train-logloss:0.368206
## [180] train-logloss:0.355126
## [216] train-logloss:0.344164
## [252] train-logloss:0.333645
## [288] train-logloss:0.323348
## [324] train-logloss:0.313697
## [360] train-logloss:0.303169
## [1] 3
## [0] train-logloss:0.677012
## [36] train-logloss:0.454263
## [72] train-logloss:0.405130
## [108] train-logloss:0.383962
## [144] train-logloss:0.368498
## [180] train-logloss:0.356068
## [216] train-logloss:0.344936
## [252] train-logloss:0.336081
## [288] train-logloss:0.324761
## [324] train-logloss:0.314832
## [360] train-logloss:0.305807
## [1] 4
## [0] train-logloss:0.676901
## [36] train-logloss:0.454621
## [72] train-logloss:0.405698
## [108] train-logloss:0.384176
## [144] train-logloss:0.369300
## [180] train-logloss:0.355318
## [216] train-logloss:0.344091
## [252] train-logloss:0.333543
## [288] train-logloss:0.323864
## [324] train-logloss:0.314456
## [360] train-logloss:0.304624
## [1] 5
## [0] train-logloss:0.678826
## [36] train-logloss:0.453857
## [72] train-logloss:0.405765
## [108] train-logloss:0.383327
## [144] train-logloss:0.368353
## [180] train-logloss:0.356084
## [216] train-logloss:0.345449
## [252] train-logloss:0.334313
## [288] train-logloss:0.322999
## [324] train-logloss:0.315450
## [360] train-logloss:0.306798
## [1] 6
## [0] train-logloss:0.677798
## [36] train-logloss:0.455517
## [72] train-logloss:0.406167
## [108] train-logloss:0.384796
## [144] train-logloss:0.369211
## [180] train-logloss:0.356564
## [216] train-logloss:0.345360
## [252] train-logloss:0.334648
## [288] train-logloss:0.325743
## [324] train-logloss:0.314926
## [360] train-logloss:0.307323
## [1] 7
## [0] train-logloss:0.676934
## [36] train-logloss:0.454484
## [72] train-logloss:0.406584
## [108] train-logloss:0.384998
## [144] train-logloss:0.371370
## [180] train-logloss:0.358866
## [216] train-logloss:0.347106
## [252] train-logloss:0.337056
## [288] train-logloss:0.327951
## [324] train-logloss:0.318257
## [360] train-logloss:0.308108
## [1] 8
## [0] train-logloss:0.677083
## [36] train-logloss:0.454331
## [72] train-logloss:0.406125
## [108] train-logloss:0.384182
## [144] train-logloss:0.369582
## [180] train-logloss:0.358656
## [216] train-logloss:0.346819
## [252] train-logloss:0.336401
## [288] train-logloss:0.325599
## [324] train-logloss:0.316250
## [360] train-logloss:0.307594
## [1] 9
## [0] train-logloss:0.677129
## [36] train-logloss:0.454180
## [72] train-logloss:0.406129
## [108] train-logloss:0.384039
## [144] train-logloss:0.368573
## [180] train-logloss:0.354905
## [216] train-logloss:0.344211
## [252] train-logloss:0.332943
## [288] train-logloss:0.322554
## [324] train-logloss:0.314333
## [360] train-logloss:0.305871# Finalise prediction of the ensemble
cats("Making predictions")## Making predictionssubmission$PredictedProb <- ensemble/i
# Prepare submission
write.csv(submission, "bnp-xgb-ks14.csv", row.names=F, quote=F)
summary(submission$PredictedProb)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.01658 0.67540 0.80940 0.77170 0.91230 0.99810# Stop the clock
#print(proc.time() - start_time)
print( difftime( Sys.time(), start_time, units = 'min'))## Time difference of 40.60528 mins